all my latex references are suddenly broken

big-data.bib

%% This BibTeX bibliography file was created using BibDesk.
%% http://bibdesk.sourceforge.net/


%% Created for Waldemar S at 2013-10-02 14:53:53 +0200 


%% Saved with string encoding Unicode (UTF-8) 



@article{ansari2000internet,
  Author = {Ansari, Asim and Essegaier, Skander and Kohli, Rajeev},
	Date-Added = {2013-10-01 12:43:54 +0000},
	Date-Modified = {2013-10-01 12:43:54 +0000},
	Journal = {Journal of Marketing research},
	Number = {3},
	Pages = {363--375},
	Publisher = {American Marketing Association},
	Title = {Internet recommendation systems},
	Volume = {37},
	Year = {2000}}

@inproceedings{condliff1999bayesian,
	Author = {Condliff, Michelle Keim and Lewis, David D and Madigan, David and Posse, Christian},
	Booktitle = {Proc. ACM SIGIR},
	Date-Added = {2013-10-01 12:43:20 +0000},
	Date-Modified = {2013-10-01 12:43:20 +0000},
	Organization = {Citeseer},
	Title = {Bayesian mixed-effects models for recommender systems},
	Volume = {99},
	Year = {1999},
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@article{trewin2000knowledge,
	Author = {Trewin, Shari},
	Date-Added = {2013-10-01 11:06:57 +0000},
	Date-Modified = {2013-10-01 11:06:57 +0000},
	Journal = {Encyclopedia of library and information science},
	Number = {Supplement 32},
	Pages = {69},
	Title = {Knowledge-based recommender systems},
	Volume = {69},
	Year = {2000},
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@inproceedings{schein2002methods,
	Author = {Schein, Andrew I and Popescul, Alexandrin and Ungar, Lyle H and Pennock, David M},
	Booktitle = {Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval},
	Date-Added = {2013-10-01 11:05:29 +0000},
	Date-Modified = {2013-10-01 11:05:29 +0000},
	Organization = {ACM},
	Pages = {253--260},
	Title = {Methods and metrics for cold-start recommendations},
	Year = {2002},
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@inproceedings{popescul2001probabilistic,
	Author = {Popescul, Alexandrin and Pennock, David M and Lawrence, Steve},
	Booktitle = {Proceedings of the Seventeenth conference on Uncertainty in artificial intelligence},
	Date-Added = {2013-10-01 11:04:34 +0000},
	Date-Modified = {2013-10-01 11:04:34 +0000},
	Organization = {Morgan Kaufmann Publishers Inc.},
	Pages = {437--444},
	Title = {Probabilistic models for unified collaborative and content-based recommendation in sparse-data environments},
	Year = {2001},
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@inproceedings{basu1998recommendation,
	Author = {Basu, Chumki and Hirsh, Haym and Cohen, William and others},
	Booktitle = {AAAI/IAAI},
	Date-Added = {2013-10-01 11:03:48 +0000},
	Date-Modified = {2013-10-01 11:03:48 +0000},
	Pages = {714--720},
	Title = {Recommendation as classification: Using social and content-based information in recommendation},
	Year = {1998}}

@inproceedings{soboroff1999combining,
	Author = {Soboroff, Ian and Nicholas, Charles},
	Booktitle = {Proceedings of the IJCAI},
	Date-Added = {2013-10-01 11:02:46 +0000},
	Date-Modified = {2013-10-01 11:02:46 +0000},
	Pages = {86--91},
	Title = {Combining content and collaboration in text filtering},
	Volume = {99},
	Year = {1999},
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@article{pazzani1999framework,
	Author = {Pazzani, Michael J},
	Date-Added = {2013-10-01 11:01:55 +0000},
	Date-Modified = {2013-10-01 11:01:55 +0000},
	Journal = {Artificial Intelligence Review},
	Number = {5-6},
	Pages = {393--408},
	Publisher = {Springer},
	Title = {A framework for collaborative, content-based and demographic filtering},
	Volume = {13},
	Year = {1999},
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@inproceedings{melville2002content,
	Author = {Melville, Prem and Mooney, Raymond J and Nagarajan, Ramadass},
	Booktitle = {AAAI/IAAI},
	Date-Added = {2013-10-01 11:00:56 +0000},
	Date-Modified = {2013-10-01 11:00:56 +0000},
	Pages = {187--192},
	Title = {Content-boosted collaborative filtering for improved recommendations},
	Year = {2002}}

@inproceedings{good1999combining,
	Author = {Good, Nathaniel and Schafer, J Ben and Konstan, Joseph A and Borchers, Al and Sarwar, Badrul and Herlocker, Jon and Riedl, John},
	Booktitle = {AAAI/IAAI},
	Date-Added = {2013-10-01 10:59:45 +0000},
	Date-Modified = {2013-10-01 10:59:45 +0000},
	Pages = {439--446},
	Title = {Combining collaborative filtering with personal agents for better recommendations},
	Year = {1999},
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@article{balabanovic1997fab,
	Author = {Balabanovi{\'c}, Marko and Shoham, Yoav},
	Date-Added = {2013-10-01 10:58:48 +0000},
	Date-Modified = {2013-10-01 10:58:48 +0000},
	Journal = {Communications of the ACM},
	Number = {3},
	Pages = {66--72},
	Publisher = {ACM},
	Title = {Fab: content-based, collaborative recommendation},
	Volume = {40},
	Year = {1997}}

@article{gharibian2013approximation,
	Author = {Gharibian, Sevag},
	Date-Added = {2013-09-29 15:21:22 +0000},
	Date-Modified = {2013-09-29 15:21:56 +0000},
	Journal = {arXiv preprint arXiv:1301.2632},
	Keywords = {vector norms},
	Title = {Approximation, Proof Systems, and Correlations in a Quantum World},
	Year = {2013},
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@misc{hoerl1988ridge,
	Author = {Hoerl, A and Kennard, R},
	Date-Added = {2013-09-27 12:43:24 +0000},
	Date-Modified = {2013-09-27 12:43:24 +0000},
	Publisher = {Wiley, New York},
	Title = {Ridge regression, in `Encyclopedia of Statistical Sciences', Vol. 8},
	Year = {1988}}

@misc{Rodriguez:2007fk,
	Author = {G. Rodr{\'\i}guez},
	Date-Added = {2013-09-25 11:41:19 +0000},
	Date-Modified = {2013-09-25 11:43:19 +0000},
	Howpublished = {http://data.princeton.edu/wws509/notes/},
	Keywords = {loglikelihood},
	Month = {August},
	Title = {Lecture Notes on Generalized Linear Models},
	Year = {2010},
	Bdsk-File-1 = {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}}

@book{jaccard1901distribution,
	Author = {Jaccard, Paul},
	Date-Added = {2013-09-24 09:42:57 +0000},
	Date-Modified = {2013-09-24 09:43:06 +0000},
	Keywords = {tanimoto},
	Publisher = {Rouge},
	Title = {Distribution de la Flore Alpine: dans le Bassin des dranses et dans quelques r{\'e}gions voisines},
	Year = {1901},
	Bdsk-File-1 = {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}}

@book{dormann2013parametrische,
	Author = {Dormann, Carsten F},
	Date-Added = {2013-09-18 16:37:59 +0000},
	Date-Modified = {2013-09-24 09:12:34 +0000},
	Keywords = {glm, likehood, R},
	Publisher = {Springer},
	Title = {Parametrische Statistik: Verteilungen, maximum likelihood und GLM in R},
	Year = {2013},
	Bdsk-File-1 = {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}}

@book{zezula2006similarity,
	Author = {Zezula, Pavel and Amato, G and Dohnal, V and Batko, M},
	Date-Added = {2013-09-18 16:32:14 +0000},
	Date-Modified = {2013-09-18 16:32:14 +0000},
	Publisher = {Springer},
	Title = {Similarity search},
	Year = {2006},
	Bdsk-File-1 = {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},
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@manual{day:2011uq,
	Address = {http://www.daylight.com/dayhtml/doc/theory/theory.finger.html},
	Date-Added = {2013-09-18 16:17:43 +0000},
	Date-Modified = {2013-09-18 16:27:21 +0000},
	Edition = {Version 4.9},
	Keywords = {tanimoto, similarity},
	Month = {August},
	Organization = {Daylight Chemical Information Systems, Inc.},
	Title = {Daylight Theory Manual},
	Url = {http://www.daylight.com/dayhtml/doc/theory/theory.finger.html#RTFToC83},
	Urldate = {1997},
	Year = {2011},
	Bdsk-Url-1 = {http://www.daylight.com/dayhtml/doc/theory/theory.finger.html#RTFToC83},
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@article{tanimoto1957ibm,
	Author = {Tanimoto, Taffee T},
	Date-Added = {2013-09-18 16:16:31 +0000},
	Date-Modified = {2013-09-24 09:29:58 +0000},
	Journal = {Nov},
	Keywords = {tanimoto},
	Pages = {1957},
	Title = {IBM internal report},
	Volume = {17},
	Year = {1957}}

@inproceedings{pilaszy2009recommending,
	Author = {Pil{\'a}szy, Istv{\'a}n and Tikk, Domonkos},
	Booktitle = {Proceedings of the third ACM conference on Recommender systems},
	Date-Added = {2013-09-18 15:13:08 +0000},
	Date-Modified = {2013-09-18 15:13:08 +0000},
	Organization = {ACM},
	Pages = {93--100},
	Title = {Recommending new movies: even a few ratings are more valuable than metadata},
	Year = {2009}}

@article{zhou2007bipartite,
	Author = {Zhou, Tao and Ren, Jie and Medo, Mat{\'u}{\v{s}} and Zhang, Yi-Cheng},
	Date-Added = {2013-09-14 16:51:54 +0000},
	Date-Modified = {2013-09-14 16:51:54 +0000},
	Journal = {Physical Review E},
	Number = {4},
	Pages = {046115},
	Publisher = {APS},
	Title = {Bipartite network projection and personal recommendation},
	Volume = {76},
	Year = {2007},
	Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGJCVYJHZlcnNpb25YJG9iamVjdHNZJGFyY2hpdmVyVCR0b3ASAAGGoKgHCBMUFRYaIVUkbnVsbNMJCgsMDxJXTlMua2V5c1pOUy5vYmplY3RzViRjbGFzc6INDoACgAOiEBGABIAFgAdccmVsYXRpdmVQYXRoWWFsaWFzRGF0YV8QOy4uLy4uL0Ryb3Bib3gvQWJzY2hsdXNzYXJiZWl0L0JpZ0RhdGEvc291cmNlcy96aGFuZ19ibnAucGRm0hcLGBlXTlMuZGF0YU8RAcQAAAAAAcQAAgAADE1hY2ludG9zaCBIRAAAAAAAAAAAAAAAAAAAAMvPemRIKwAAAR6NRQ16aGFuZ19ibnAucGRmAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAC8rvkzlpgzwAAAAAAAAAAAAIABQAACSAAAAAAAAAAAAAAAAAAAAAHc291cmNlcwAAEAAIAADLz15EAAAAEQAIAADOWkSvAAAAAQAYAR6NRQEei5IAIgJJAAX/jgAFxzEAALqoAAIAVU1hY2ludG9zaCBIRDpVc2VyczoAdmVscm9rOgBEcm9wYm94OgBBYnNjaGx1c3NhcmJlaXQ6AEJpZ0RhdGE6AHNvdXJjZXM6AHpoYW5nX2JucC5wZGYAAA4AHAANAHoAaABhAG4AZwBfAGIAbgBwAC4AcABkAGYADwAaAAwATQBhAGMAaQBuAHQAbwBzAGgAIABIAEQAEgBCVXNlcnMvdmVscm9rL0Ryb3Bib3gvQWJzY2hsdXNzYXJiZWl0L0JpZ0RhdGEvc291cmNlcy96aGFuZ19ibnAucGRmABMAAS8AABUAAgAN//8AAIAG0hscHR5aJGNsYXNzbmFtZVgkY2xhc3Nlc11OU011dGFibGVEYXRhox0fIFZOU0RhdGFYTlNPYmplY3TSGxwiI1xOU0RpY3Rpb25hcnmiIiBfEA9OU0tleWVkQXJjaGl2ZXLRJidUcm9vdIABAAgAEQAaACMALQAyADcAQABGAE0AVQBgAGcAagBsAG4AcQBzAHUAdwCEAI4AzADRANkCoQKjAqgCswK8AsoCzgLVAt4C4wLwAvMDBQMIAw0AAAAAAAACAQAAAAAAAAAoAAAAAAAAAAAAAAAAAAADDw==}}

@article{zhang2007recommendation,
	Author = {Zhang, Y-C and Medo, Matus and Ren, Jie and Zhou, Tao and Li, Tao and Yang, Fan},
	Date-Added = {2013-09-14 16:37:21 +0000},
	Date-Modified = {2013-09-14 16:37:21 +0000},
	Journal = {EPL (Europhysics Letters)},
	Number = {6},
	Pages = {68003},
	Publisher = {IOP Publishing},
	Title = {Recommendation model based on opinion diffusion},
	Volume = {80},
	Year = {2007},
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@article{ungar1998formal,
	Author = {Ungar, Lyle and Foster, Dean P},
	Date-Added = {2013-09-13 16:03:01 +0000},
	Date-Modified = {2013-09-13 16:03:01 +0000},
	Journal = {CONALD'98},
	Title = {A formal statistical approach to collaborative filtering},
	Year = {1998}}

@inproceedings{mcmahan2013ad,
	Author = {McMahan, H Brendan and Holt, Gary and Sculley, D and Young, Michael and Ebner, Dietmar and Grady, Julian and Nie, Lan and Phillips, Todd and Davydov, Eugene and Golovin, Daniel and others},
	Booktitle = {Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining},
	Date-Added = {2013-09-13 09:16:52 +0000},
	Date-Modified = {2013-09-13 09:17:07 +0000},
	Organization = {ACM},
	Pages = {1222--1230},
	Rating = {4},
	Title = {Ad click prediction: a view from the trenches},
	Year = {2013},
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@article{brin1998anatomy,
	Author = {Brin, Sergey and Page, Lawrence},
	Date-Added = {2013-09-12 08:45:27 +0000},
	Date-Modified = {2013-09-12 08:45:47 +0000},
	Journal = {Computer networks and ISDN systems},
	Keywords = {web, page search},
	Number = {1},
	Pages = {107--117},
	Publisher = {Elsevier},
	Title = {The anatomy of a large-scale hypertextual Web search engine},
	Volume = {30},
	Year = {1998},
	Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGJCVYJHZlcnNpb25YJG9iamVjdHNZJGFyY2hpdmVyVCR0b3ASAAGGoKgHCBMUFRYaIVUkbnVsbNMJCgsMDxJXTlMua2V5c1pOUy5vYmplY3RzViRjbGFzc6INDoACgAOiEBGABIAFgAdccmVsYXRpdmVQYXRoWWFsaWFzRGF0YV8QOC4uLy4uL0Ryb3Bib3gvQWJzY2hsdXNzYXJiZWl0L0JpZ0RhdGEvc291cmNlcy8xOTk4LTgucGRm0hcLGBlXTlMuZGF0YU8RAbgAAAAAAbgAAgAADE1hY2ludG9zaCBIRAAAAAAAAAAAAAAAAAAAAMvPemRIKwAAAR6NRQoxOTk4LTgucGRmAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAC8d+FzldL3wAAAAAAAAAAAAIABQAACSAAAAAAAAAAAAAAAAAAAAAHc291cmNlcwAAEAAIAADLz15EAAAAEQAIAADOVy+/AAAAAQAYAR6NRQEei5IAIgJJAAX/jgAFxzEAALqoAAIAUk1hY2ludG9zaCBIRDpVc2VyczoAdmVscm9rOgBEcm9wYm94OgBBYnNjaGx1c3NhcmJlaXQ6AEJpZ0RhdGE6AHNvdXJjZXM6ADE5OTgtOC5wZGYADgAWAAoAMQA5ADkAOAAtADgALgBwAGQAZgAPABoADABNAGEAYwBpAG4AdABvAHMAaAAgAEgARAASAD9Vc2Vycy92ZWxyb2svRHJvcGJveC9BYnNjaGx1c3NhcmJlaXQvQmlnRGF0YS9zb3VyY2VzLzE5OTgtOC5wZGYAABMAAS8AABUAAgAN//8AAIAG0hscHR5aJGNsYXNzbmFtZVgkY2xhc3Nlc11OU011dGFibGVEYXRhox0fIFZOU0RhdGFYTlNPYmplY3TSGxwiI1xOU0RpY3Rpb25hcnmiIiBfEA9OU0tleWVkQXJjaGl2ZXLRJidUcm9vdIABAAgAEQAaACMALQAyADcAQABGAE0AVQBgAGcAagBsAG4AcQBzAHUAdwCEAI4AyQDOANYCkgKUApkCpAKtArsCvwLGAs8C1ALhAuQC9gL5Av4AAAAAAAACAQAAAAAAAAAoAAAAAAAAAAAAAAAAAAADAA==}}

@book{toutenburg2002statistical,
	Author = {Toutenburg, Helge},
	Date-Added = {2013-09-12 07:53:41 +0000},
	Date-Modified = {2013-09-12 07:54:55 +0000},
	Edition = {Second},
	Publisher = {Springer},
	Title = {Statistical analysis of designed experiments},
	Year = {2002}}

@manual{International:2011zr,
	Address = {Rue du Rhone 114},
	Author = {Ecma International},
	Date-Added = {2013-09-03 09:35:58 +0000},
	Date-Modified = {2013-09-03 09:38:48 +0000},
	Edition = {5.1},
	Month = {June},
	Organization = {Ecma International},
	Title = {ECMAScript Language Specification},
	Year = {2011},
	Bdsk-File-1 = {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}}

@book{Rathore:2011:CA:2161835,
	Address = {Greenwich, CT, USA},
	Author = {Rathore, Amit},
	Date-Added = {2013-09-03 08:57:02 +0000},
	Date-Modified = {2013-09-03 08:57:02 +0000},
	Edition = {1st},
	Isbn = {1935182595, 9781935182597},
	Publisher = {Manning Publications Co.},
	Title = {Clojure in Action},
	Year = {2011},
	Bdsk-File-1 = {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}}

@manual{R.-Fielding:1999vn,
	Address = {http://tools.ietf.org/html/rfc2616},
	Author = {R. Fielding, J. Gettys, J. Mogul},
	Date-Added = {2013-09-02 14:59:56 +0000},
	Date-Modified = {2013-09-02 15:09:37 +0000},
	Keywords = {http},
	Month = {Jun},
	Organization = {The Internet Society},
	Title = {Hypertext Transfer Protocol HTTP 1.1 -- RFC2616},
	Year = {1999},
	Bdsk-File-1 = {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}}

@manual{Interactive-Advertising-Bureau:2012kx,
	Date-Added = {2013-08-30 12:51:31 +0000},
	Date-Modified = {2013-08-30 13:00:51 +0000},
	Edition = {http://www.iab.net/guidelines/508676/508767/displayguidelines},
	Lastchecked = {30.08.2013},
	Month = {February},
	Organization = {{Interactive Advertising Bureau}},
	Rating = {4},
	Title = {IAB Display Advertising Guidelines},
	Url = {http://www.iab.net/guidelines/508676/508767/displayguidelines},
	Urldate = {February 26, 2012},
	Year = {2012},
	Bdsk-File-1 = {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}}

@manual{Jerome-Friedman:2013fk,
	Address = {http://cran.r-project.org/web/packages/glmnet/index.html},
	Author = {Jerome Friedman, Trevor Hastie, Rob Tibshirani},
	Date-Added = {2013-08-19 10:17:22 +0000},
	Date-Modified = {2013-08-19 10:22:05 +0000},
	Edition = {1.9-3},
	Keywords = {elastic net, glmnet},
	Month = {march},
	Organization = {Repository CRAN},
	Title = {glmnet - Lasso and elastic-net regularized generalized linear models},
	Year = {2013},
	Bdsk-File-1 = {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}}

@article{wilbur2009click,
	Author = {Wilbur, Kenneth C and Zhu, Yi},
	Date-Added = {2013-08-05 10:01:40 +0000},
	Date-Modified = {2013-08-05 10:01:40 +0000},
	Journal = {Marketing Science},
	Number = {2},
	Pages = {293--308},
	Publisher = {INFORMS},
	Title = {Click fraud},
	Volume = {28},
	Year = {2009},
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@incollection{immorlica2005click,
	Author = {Immorlica, Nicole and Jain, Kamal and Mahdian, Mohammad and Talwar, Kunal},
	Booktitle = {Internet and Network Economics},
	Date-Added = {2013-08-05 09:50:59 +0000},
	Date-Modified = {2013-08-05 09:50:59 +0000},
	Pages = {34--45},
	Publisher = {Springer},
	Title = {Click fraud resistant methods for learning click-through rates},
	Year = {2005},
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@article{powers2011evaluation,
	Author = {Powers, DMW},
	Date-Added = {2013-07-24 16:48:59 +0000},
	Date-Modified = {2013-07-24 16:52:08 +0000},
	Journal = {Journal of Machine Learning Technologies},
	Number = {1},
	Pages = {37--63},
	Rating = {4},
	Title = {Evaluation: From precision, recall and f-measure to roc., informedness, markedness \& correlation},
	Volume = {2},
	Year = {2011},
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@article{hahsler2011recommenderlab,
	Author = {Hahsler, Michael},
	Date-Added = {2013-06-12 16:01:24 +0000},
	Date-Modified = {2013-10-02 10:00:19 +0000},
	Title = {recommenderlab: A Framework for Developing and Testing Recommendation Algorithms},
	Year = {2011},
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@article{Zou:2005kx,
	Author = {Zou, Hui and Hastie, Trevor},
	Date-Added = {2013-04-15 09:38:55 +0000},
	Date-Modified = {2013-04-15 09:38:55 +0000},
	Journal = {Journal of the Royal Statistical Society: Series B (Statistical Methodology)},
	Number = {2},
	Pages = {301--320},
	Publisher = {Wiley Online Library},
	Title = {Regularization and variable selection via the elastic net},
	Volume = {67},
	Year = {2005},
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@article{Tibshirani:1996uq,
	Author = {Tibshirani, Robert},
	Date-Added = {2013-04-15 09:37:37 +0000},
	Date-Modified = {2013-04-15 09:37:37 +0000},
	Journal = {Journal of the Royal Statistical Society. Series B (Methodological)},
	Pages = {267--288},
	Publisher = {JSTOR},
	Title = {Regression shrinkage and selection via the lasso},
	Year = {1996},
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@article{Friedman:2010fk,
	Author = {Friedman, Jerome and Hastie, Trevor and Tibshirani, Rob},
	Date-Added = {2013-04-12 13:06:42 +0000},
	Date-Modified = {2013-04-12 13:06:42 +0000},
	Journal = {Journal of statistical software},
	Number = {1},
	Pages = {1},
	Publisher = {NIH Public Access},
	Title = {Regularization paths for generalized linear models via coordinate descent},
	Volume = {33},
	Year = {2010},
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@inproceedings{Ning:2011dz,
	Author = {Ning, Xia and Karypis, George},
	Booktitle = {Data Mining (ICDM), 2011 IEEE 11th International Conference on},
	Date-Added = {2013-04-10 16:25:19 +0000},
	Date-Modified = {2013-04-10 16:25:19 +0000},
	Organization = {IEEE},
	Pages = {497--506},
	Title = {Slim: Sparse linear methods for top-n recommender systems},
	Year = {2011},
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@inproceedings{Takacs:2011fv,
	Author = {Tak{\'a}cs, G{\'a}bor and Pil{\'a}szy, Istv{\'a}n and Tikk, Domonkos},
	Booktitle = {Proceedings of the fifth ACM conference on Recommender systems},
	Date-Added = {2013-04-10 12:49:56 +0000},
	Date-Modified = {2013-04-10 12:49:56 +0000},
	Organization = {ACM},
	Pages = {297--300},
	Title = {Applications of the conjugate gradient method for implicit feedback collaborative filtering},
	Year = {2011}}

@article{Feuerverger:2012bs,
	Author = {Feuerverger, Andrey and He, Yu and Khatri, Shashi},
	Date-Added = {2013-04-08 14:01:31 +0000},
	Date-Modified = {2013-04-08 14:01:31 +0000},
	Journal = {Statistical Science},
	Number = {2},
	Pages = {202--231},
	Publisher = {Institute of Mathematical Statistics},
	Title = {Statistical significance of the Netflix challenge},
	Volume = {27},
	Year = {2012},
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@inproceedings{Ning:2012ij,
	Author = {Ning, Xia and Karypis, George},
	Booktitle = {Proceedings of the sixth ACM conference on Recommender systems},
	Date-Added = {2013-04-08 14:01:11 +0000},
	Date-Modified = {2013-04-08 14:01:11 +0000},
	Organization = {ACM},
	Pages = {155--162},
	Title = {Sparse linear methods with side information for top-n recommendations},
	Year = {2012},
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@article{Ling:2012hc,
	Author = {Ling, Guang and Yang, Haiqin and Lyu, Michael R and King, Irwin},
	Date-Added = {2013-04-08 14:00:38 +0000},
	Date-Modified = {2013-04-11 09:24:56 +0000},
	Journal = {arXiv preprint arXiv:1210.4869},
	Keywords = {explicit feedback},
	Title = {Response aware model-based collaborative filtering},
	Year = {2012},
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@inproceedings{Takacs:2012tg,
	Author = {Tak{\'a}cs, G{\'a}bor and Tikk, Domonkos},
	Booktitle = {Proceedings of the sixth ACM conference on Recommender systems},
	Date-Added = {2013-04-08 14:00:16 +0000},
	Date-Modified = {2013-04-11 08:53:43 +0000},
	Keywords = {recommender system, RankALS},
	Organization = {ACM},
	Pages = {83--90},
	Title = {Alternating least squares for personalized ranking},
	Year = {2012},
	Bdsk-File-1 = {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}}

@inproceedings{Mnih:2012kl,
	Author = {Mnih, Andriy and Teh, Yee Whye},
	Booktitle = {Advances in Neural Information Processing Systems 25},
	Date-Added = {2013-04-08 13:59:55 +0000},
	Date-Modified = {2013-04-11 09:32:19 +0000},
	Keywords = {implicit feedback, learning item trees},
	Pages = {2825--2833},
	Title = {Learning Label Trees for Probabilistic Modelling of Implicit Feedback},
	Year = {2012},
	Bdsk-File-1 = {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}}

@inproceedings{Hidasi:2013oq,
	Author = {Hidasi, Bal{\'a}zs and Tikk, Domonkos},
	Booktitle = {Proceedings of the 3rd Workshop on Context-awareness in Retrieval and Recommendation},
	Date-Added = {2013-04-08 13:59:30 +0000},
	Date-Modified = {2013-04-08 16:14:15 +0000},
	Organization = {ACM},
	Pages = {19--25},
	Rating = {2},
	Title = {Context-aware item-to-item recommendation within the factorization framework},
	Year = {2013},
	Bdsk-File-1 = {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}}

@article{Takacs:2007nx,
	Author = {Tak{\'a}cs, G{\'a}bor and Pil{\'a}szy, Istv{\'a}n and N{\'e}meth, Botty{\'a}n and Tikk, Domonkos},
	Date-Added = {2013-04-08 10:19:14 +0000},
	Date-Modified = {2013-04-08 10:19:14 +0000},
	Journal = {ACM SIGKDD Explorations Newsletter},
	Number = {2},
	Pages = {80--83},
	Publisher = {ACM},
	Title = {Major components of the gravity recommendation system},
	Volume = {9},
	Year = {2007},
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@article{Salakhutdinov:2008cr,
	Author = {Salakhutdinov, Ruslan and Mnih, Andriy},
	Date-Added = {2013-04-08 10:09:32 +0000},
	Date-Modified = {2013-04-09 14:05:26 +0000},
	Journal = {Advances in neural information processing systems},
	Keywords = {Hu reference},
	Pages = {1257--1264},
	Title = {Probabilistic matrix factorization},
	Volume = {20},
	Year = {2008},
	Bdsk-File-1 = {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}}

@inproceedings{Paterek:2007dq,
	Author = {Paterek, Arkadiusz},
	Booktitle = {Proceedings of KDD cup and workshop},
	Date-Added = {2013-04-08 10:08:04 +0000},
	Date-Modified = {2013-04-08 10:08:04 +0000},
	Pages = {5--8},
	Title = {Improving regularized singular value decomposition for collaborative filtering},
	Volume = {2007},
	Year = {2007},
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@misc{Funk:2006bh,
	Author = {Funk, Simon},
	Date-Added = {2013-04-08 10:03:45 +0000},
	Date-Modified = {2013-04-08 10:05:20 +0000},
	Howpublished = {{http://sifter.org/~simon/journal/20061211.html}},
	Title = {Netflix update: Try this at home},
	Year = {2006},
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@inproceedings{Wei:2006qf,
	Author = {Wei, Xing and Croft, W Bruce},
	Booktitle = {Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval},
	Date-Added = {2013-04-05 09:26:16 +0000},
	Date-Modified = {2013-04-05 09:26:44 +0000},
	Keywords = {LDA, smooth LDA, L{\"u} reference},
	Organization = {ACM},
	Pages = {178--185},
	Title = {LDA-based document models for ad-hoc retrieval},
	Year = {2006},
	Bdsk-File-1 = {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}}

@inproceedings{Chen:2009ly,
	Author = {Chen, Wen-Yen and Chu, Jon-Chyuan and Luan, Junyi and Bai, Hongjie and Wang, Yi and Chang, Edward Y},
	Booktitle = {Proceedings of the 18th international conference on World wide web},
	Date-Added = {2013-04-05 08:13:45 +0000},
	Date-Modified = {2013-04-05 08:14:24 +0000},
	Keywords = {L{\"u} reference, implicit comunity structures},
	Organization = {ACM},
	Pages = {681--690},
	Title = {Collaborative filtering for orkut communities: discovery of user latent behavior},
	Year = {2009},
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@article{Griffiths:2004zr,
	Author = {Griffiths, Thomas L and Steyvers, Mark},
	Date-Added = {2013-04-04 15:32:38 +0000},
	Date-Modified = {2013-04-05 08:13:08 +0000},
	Journal = {Proceedings of the National academy of Sciences of the United States of America},
	Keywords = {L{\"u} reference, Gibbs sampling, smooth LDA, LDA},
	Number = {Suppl 1},
	Pages = {5228--5235},
	Publisher = {National Acad Sciences},
	Title = {Finding scientific topics},
	Volume = {101},
	Year = {2004},
	Bdsk-Url-1 = {http://www.ncbi.nlm.nih.gov/pmc/articles/PMC387300/}}

@article{Blei:2010ys,
	Author = {Blei, David M and McAuliffe, Jon D},
	Date-Added = {2013-04-04 15:30:51 +0000},
	Date-Modified = {2013-04-04 15:31:15 +0000},
	Journal = {arXiv preprint arXiv:1003.0783},
	Keywords = {predict reviews, LDA, L{\"u} reference},
	Title = {Supervised topic models},
	Year = {2010},
	Bdsk-File-1 = {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}}

@article{Blei:2003vn,
	Author = {Blei, David M and Ng, Andrew Y and Jordan, Michael I},
	Date-Added = {2013-04-04 15:28:04 +0000},
	Date-Modified = {2013-04-04 15:28:36 +0000},
	Journal = {the Journal of machine Learning research},
	Keywords = {LDA, Dichlet priors, L{\"u} reference},
	Pages = {993--1022},
	Publisher = {JMLR. org},
	Title = {Latent dirichlet allocation},
	Volume = {3},
	Year = {2003},
	Bdsk-File-1 = {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}}

@inproceedings{Hofmann:2003kx,
	Author = {Hofmann, Thomas},
	Booktitle = {Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval},
	Date-Added = {2013-04-04 15:26:29 +0000},
	Date-Modified = {2013-04-04 15:26:58 +0000},
	Keywords = {generalized pLSA, pLSA, L{\"u} reference},
	Organization = {ACM},
	Pages = {259--266},
	Title = {Collaborative filtering via gaussian probabilistic latent semantic analysis},
	Year = {2003},
	Bdsk-File-1 = {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}}

@article{Geman:1993uq,
	Author = {Geman, Stuart and Geman, Donald},
	Date-Added = {2013-04-04 15:21:32 +0000},
	Date-Modified = {2013-04-04 15:21:53 +0000},
	Journal = {Journal of Applied Statistics},
	Keywords = {gibbs sampling},
	Number = {5-6},
	Pages = {25--62},
	Publisher = {Taylor \& Francis},
	Title = {Stochastic relaxation, Gibbs distributions and the Bayesian restoration of images*},
	Volume = {20},
	Year = {1993}}

@book{Gupta:2011fk,
	Author = {Gupta, Maya R and Chen, Yihua},
	Date-Added = {2013-04-04 15:18:56 +0000},
	Date-Modified = {2013-04-04 15:20:26 +0000},
	Keywords = {likehood maximization},
	Publisher = {Now Publishers Inc},
	Title = {Theory and Use of the EM Algorithm},
	Year = {2011},
	Bdsk-File-1 = {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}}

@article{Geman:1984ys,
	Author = {Geman, Stuart and Geman, Donald},
	Date-Added = {2013-03-29 12:09:00 +0000},
	Date-Modified = {2013-03-29 12:10:33 +0000},
	Journal = {Pattern Analysis and Machine Intelligence, IEEE Transactions on},
	Keywords = {Bayesian Networks, Gibbs sampling, L{\"u} reference},
	Number = {6},
	Pages = {721--741},
	Publisher = {IEEE},
	Title = {Stochastic relaxation, Gibbs distributions, and the Bayesian restoration of images},
	Year = {1984},
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@article{Yedidia:2005vn,
	Author = {Yedidia, Jonathan S and Freeman, William T and Weiss, Yair},
	Date-Added = {2013-03-29 10:44:57 +0000},
	Date-Modified = {2013-03-29 12:06:37 +0000},
	Journal = {Information Theory, IEEE Transactions on},
	Keywords = {Bayesian Networks, belief propagation, L{\"u} reference},
	Number = {7},
	Pages = {2282--2312},
	Publisher = {IEEE},
	Title = {Constructing free-energy approximations and generalized belief propagation algorithms},
	Volume = {51},
	Year = {2005},
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@book{Pearl:1982kx,
	Author = {Pearl, Judea},
	Date-Added = {2013-03-29 10:41:13 +0000},
	Date-Modified = {2013-03-29 12:06:42 +0000},
	Keywords = {Bayesian Networks, belief propagation, L{\"u} reference},
	Publisher = {Cognitive Systems Laboratory, School of Engineering and Applied Science, University of California, Los Angeles},
	Title = {Reverend Bayes on inference engines: A distributed hierarchical approach},
	Year = {1982},
	Bdsk-File-1 = {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}}

@inproceedings{Getoor:1999uq,
	Author = {Getoor, Lise and Sahami, Mehran},
	Booktitle = {Proc. Workshop Web Usage Analysis and User Profiling (WEBKDD'99)},
	Date-Added = {2013-03-29 10:36:11 +0000},
	Date-Modified = {2013-03-29 12:06:48 +0000},
	Keywords = {Bayesian Networks, recommender system, collaborative filtering, L{\"u} reference},
	Organization = {Citeseer},
	Title = {Using probabilistic relational models for collaborative filtering},
	Year = {1999},
	Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGJCVYJHZlcnNpb25YJG9iamVjdHNZJGFyY2hpdmVyVCR0b3ASAAGGoKgHCBMUFRYaIVUkbnVsbNMJCgsMDxJXTlMua2V5c1pOUy5vYmplY3RzViRjbGFzc6INDoACgAOiEBGABIAFgAdccmVsYXRpdmVQYXRoWWFsaWFzRGF0YV8QQC4uLy4uL0Ryb3Bib3gvQWJzY2hsdXNzYXJiZWl0L0JpZ0RhdGEvc291cmNlcy8xMC4xLjEuNDAuNDUwNy5wZGbSFwsYGVdOUy5kYXRhTxEB2AAAAAAB2AACAAAMTWFjaW50b3NoIEhEAAAAAAAAAAAAAAAAAAAAy896ZEgrAAABHo1FEjEwLjEuMS40MC40NTA3LnBkZgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAHio+/Ney0gAAAAAAAAAAAAAgAFAAAJIAAAAAAAAAAAAAAAAAAAAAdzb3VyY2VzAAAQAAgAAMvPXkQAAAARAAgAAM17HxAAAAABABgBHo1FAR6LkgAiAkkABf+OAAXHMQAAuqgAAgBaTWFjaW50b3NoIEhEOlVzZXJzOgB2ZWxyb2s6AERyb3Bib3g6AEFic2NobHVzc2FyYmVpdDoAQmlnRGF0YToAc291cmNlczoAMTAuMS4xLjQwLjQ1MDcucGRmAA4AJgASADEAMAAuADEALgAxAC4ANAAwAC4ANAA1ADAANwAuAHAAZABmAA8AGgAMAE0AYQBjAGkAbgB0AG8AcwBoACAASABEABIAR1VzZXJzL3ZlbHJvay9Ecm9wYm94L0Fic2NobHVzc2FyYmVpdC9CaWdEYXRhL3NvdXJjZXMvMTAuMS4xLjQwLjQ1MDcucGRmAAATAAEvAAAVAAIADf//AACABtIbHB0eWiRjbGFzc25hbWVYJGNsYXNzZXNdTlNNdXRhYmxlRGF0YaMdHyBWTlNEYXRhWE5TT2JqZWN00hscIiNcTlNEaWN0aW9uYXJ5oiIgXxAPTlNLZXllZEFyY2hpdmVy0SYnVHJvb3SAAQAIABEAGgAjAC0AMgA3AEAARgBNAFUAYABnAGoAbABuAHEAcwB1AHcAhACOANEA1gDeAroCvALBAswC1QLjAucC7gL3AvwDCQMMAx4DIQMmAAAAAAAAAgEAAAAAAAAAKAAAAAAAAAAAAAAAAAAAAyg=}}

@article{Ungar:1998fk,
	Author = {Ungar, Lyle and Foster, Dean P},
	Date-Added = {2013-03-29 10:34:07 +0000},
	Date-Modified = {2013-03-29 12:06:52 +0000},
	Journal = {CONALD'98},
	Keywords = {Bayesian Networks, Bayesian Clustering, recommender system, L{\"u} reference},
	Title = {A formal statistical approach to collaborative filtering},
	Year = {1998},
	Bdsk-File-1 = {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}}

@inproceedings{Ma:2011uq,
	Author = {Ma, Hao and Zhou, Dengyong and Liu, Chao and Lyu, Michael R and King, Irwin},
	Booktitle = {Proceedings of the fourth ACM international conference on Web search and data mining},
	Date-Added = {2013-03-26 15:46:05 +0000},
	Date-Modified = {2013-03-26 15:46:05 +0000},
	Organization = {ACM},
	Pages = {287--296},
	Title = {Recommender systems with social regularization},
	Year = {2011},
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@article{Herlocker:2004fk,
	Author = {Herlocker, Jonathan L and Konstan, Joseph A and Terveen, Loren G and Riedl, John T},
	Date-Added = {2013-03-25 14:37:57 +0000},
	Date-Modified = {2013-03-25 14:37:57 +0000},
	Journal = {ACM Transactions on Information Systems (TOIS)},
	Number = {1},
	Pages = {5--53},
	Publisher = {ACM},
	Title = {Evaluating collaborative filtering recommender systems},
	Volume = {22},
	Year = {2004},
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@article{Min:2005vn,
	Author = {Min, Sung-Hwan and Han, Ingoo},
	Date-Added = {2013-03-08 15:24:36 +0000},
	Date-Modified = {2013-03-08 15:25:25 +0000},
	Journal = {Expert Systems with Applications},
	Keywords = {recommender system, time},
	Number = {2},
	Pages = {189--199},
	Publisher = {Elsevier},
	Rating = {3},
	Title = {Detection of the customer time-variant pattern for improving recommender systems},
	Volume = {28},
	Year = {2005},
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@inproceedings{Narayanan:2008kx,
	Author = {Narayanan, Arvind and Shmatikov, Vitaly},
	Booktitle = {Security and Privacy, 2008. SP 2008. IEEE Symposium on},
	Date-Added = {2013-03-08 14:32:00 +0000},
	Date-Modified = {2013-03-08 14:32:31 +0000},
	Keywords = {netflix price, risks},
	Organization = {IEEE},
	Pages = {111--125},
	Rating = {4},
	Title = {Robust de-anonymization of large sparse datasets},
	Year = {2008},
	Bdsk-File-1 = {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}}

@article{Bell:2007uq,
	Author = {Bell, Robert M and Koren, Yehuda},
	Date-Added = {2013-03-08 14:27:36 +0000},
	Date-Modified = {2013-03-08 14:30:53 +0000},
	Journal = {ACM SIGKDD Explorations Newsletter},
	Keywords = {netflix price},
	Number = {2},
	Pages = {75--79},
	Publisher = {ACM},
	Rating = {5},
	Title = {Lessons from the Netflix prize challenge},
	Volume = {9},
	Year = {2007},
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@article{Ellenberg:2008fk,
	Author = {Ellenberg, Jordan},
	Date-Added = {2013-03-08 14:02:12 +0000},
	Date-Modified = {2013-03-08 14:03:04 +0000},
	Journal = {Wired Magazine, March},
	Keywords = {recommender system, netflix price, overview},
	Pages = {114--122},
	Rating = {5},
	Title = {This psychologist might outsmart the math brains competing for the Netflix prize},
	Year = {2008},
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@book{Manning:2008ys,
	Author = {Manning, Christopher D and Raghavan, Prabhakar and Sch{\"u}tze, Hinrich},
	Date-Added = {2013-02-17 22:43:08 +0000},
	Date-Modified = {2013-03-08 14:30:41 +0000},
	Keywords = {information retrival, precision and recall},
	Publisher = {Cambridge University Press Cambridge},
	Rating = {4},
	Title = {Introduction to information retrieval},
	Volume = {1},
	Year = {2008},
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@article{Shani:2011uq,
	Author = {Shani, Guy and Gunawardana, Asela},
	Date-Added = {2013-02-16 14:06:02 +0000},
	Date-Modified = {2013-02-16 15:53:35 +0000},
	Journal = {Recommender Systems Handbook},
	Pages = {257--297},
	Publisher = {Springer},
	Rating = {5},
	Title = {Evaluating recommendation systems},
	Year = {2011},
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@article{Konstan:2004fk,
	Author = {Konstan, Joseph A},
	Date-Added = {2013-02-16 14:02:56 +0000},
	Date-Modified = {2013-02-16 14:02:56 +0000},
	Journal = {ACM Transactions on Information Systems (TOIS)},
	Number = {1},
	Pages = {1--4},
	Publisher = {ACM},
	Title = {Introduction to recommender systems: Algorithms and evaluation},
	Volume = {22},
	Year = {2004}}

@inproceedings{sarwar2002incremental,
	Author = {Sarwar, B. and Karypis, G. and Konstan, J. and Riedl, J.},
	Booktitle = {Fifth International Conference on Computer and Information Science},
	Date-Added = {2013-01-25 16:01:39 +0000},
	Date-Modified = {2013-01-25 16:16:33 +0000},
	Organization = {Citeseer},
	Pages = {27--28},
	Rating = {4},
	Title = {Incremental singular value decomposition algorithms for highly scalable recommender systems},
	Year = {2002},
	Bdsk-File-1 = {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}}

@article{deshpande2004item,
	Author = {Deshpande, M. and Karypis, G.},
	Date-Added = {2013-01-25 15:37:51 +0000},
	Date-Modified = {2013-01-25 15:43:29 +0000},
	Journal = {ACM Transactions on Information Systems (TOIS)},
	Keywords = {recommender system, collaborative filtering, comparison, user based, item based},
	Number = {1},
	Pages = {143--177},
	Publisher = {ACM},
	Title = {Item-based top-n recommendation algorithms},
	Volume = {22},
	Year = {2004},
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@article{cortes2004auc,
	Author = {Cortes, C. and Mohri, M.},
	Date-Added = {2013-01-25 14:24:59 +0000},
	Date-Modified = {2013-01-25 14:25:28 +0000},
	Journal = {Advances in neural information processing systems},
	Keywords = {AUC, math, statistics},
	Number = {16},
	Pages = {313--320},
	Rating = {4},
	Title = {AUC optimization vs. error rate minimization},
	Volume = {16},
	Year = {2004},
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@article{dunning1993accurate,
	Author = {Dunning, T.},
	Date-Added = {2013-01-21 17:33:02 +0000},
	Date-Modified = {2013-01-21 17:33:02 +0000},
	Journal = {Computational linguistics},
	Number = {1},
	Pages = {61--74},
	Publisher = {MIT Press},
	Title = {Accurate methods for the statistics of surprise and coincidence},
	Volume = {19},
	Year = {1993},
	Bdsk-File-1 = {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}}

@inproceedings{srebro2003weighted,
	Author = {Srebro, N. and Jaakkola, T. and others},
	Booktitle = {MACHINE LEARNING-INTERNATIONAL WORKSHOP THEN CONFERENCE-},
	Date-Added = {2013-01-20 18:02:23 +0000},
	Date-Modified = {2013-01-20 18:02:23 +0000},
	Number = {2},
	Pages = {720},
	Title = {Weighted low-rank approximations},
	Volume = {20},
	Year = {2003},
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@inproceedings{rendle2008online,
	Author = {Rendle, S. and Schmidt-Thieme, L.},
	Booktitle = {Proceedings of the 2008 ACM conference on Recommender systems},
	Date-Added = {2013-01-20 17:17:11 +0000},
	Date-Modified = {2013-01-20 17:17:11 +0000},
	Organization = {ACM},
	Pages = {251--258},
	Title = {Online-updating regularized kernel matrix factorization models for large-scale recommender systems},
	Year = {2008},
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@inproceedings{schmidt2005compound,
	Author = {Schmidt-Thieme, L.},
	Booktitle = {Data Mining, Fifth IEEE International Conference on},
	Date-Added = {2013-01-20 17:10:32 +0000},
	Date-Modified = {2013-01-20 17:10:32 +0000},
	Organization = {IEEE},
	Pages = {8--pp},
	Title = {Compound classification models for recommender systems},
	Year = {2005},
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@article{hofmann2004latent,
	Author = {Hofmann, T.},
	Date-Added = {2013-01-20 17:09:01 +0000},
	Date-Modified = {2013-04-08 10:05:48 +0000},
	Journal = {ACM Transactions on Information Systems (TOIS)},
	Keywords = {variational approach, L{\"u} reference},
	Number = {1},
	Pages = {89--115},
	Publisher = {ACM},
	Rating = {4},
	Title = {Latent semantic models for collaborative filtering},
	Volume = {22},
	Year = {2004},
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@inproceedings{pan2009mind,
	Abstract = {One-Class Collaborative Filtering (OCCF) is a task that naturally emerges in recommender system settings. Typical characteristics include: Only positive examples can be observed, classes are highly imbalanced, and the vast majority of data points are missing. The idea of introducing weights for missing parts of a matrix has recently been shown to help in OCCF. While existing weighting approaches mitigate the first two problems above, a sparsity preserving solution that would allow to efficiently utilize data sets with e.g., hundred thousands of users and items has not yet been reported. In this paper, we study three different collaborative filtering frameworks: Low-rank matrix approximation, probabilistic latent semantic analysis, and maximum-margin matrix factorization. We propose two novel algorithms for large-scale OCCF that allow to weight the unknowns. Our experimental results demonstrate their effectiveness and efficiency on different problems, including the Netflix Prize data.},
	Author = {Pan, R. and Scholz, M.},
	Booktitle = {Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining},
	Date-Added = {2013-01-19 15:46:36 +0000},
	Date-Modified = {2013-01-19 15:47:13 +0000},
	Organization = {ACM},
	Pages = {667--676},
	Title = {Mind the gaps: weighting the unknown in large-scale one-class collaborative filtering},
	Year = {2009},
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@inproceedings{pan2008one,
	Author = {Pan, R. and Zhou, Y. and Cao, B. and Liu, N.N. and Lukose, R. and Scholz, M. and Yang, Q.},
	Booktitle = {Data Mining, 2008. ICDM'08. Eighth IEEE International Conference on},
	Date-Added = {2013-01-19 15:45:44 +0000},
	Date-Modified = {2013-01-20 16:52:47 +0000},
	Organization = {IEEE},
	Pages = {502--511},
	Rating = {4},
	Title = {One-class collaborative filtering},
	Year = {2008},
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@book{owen2011mahout,
	Author = {Owen, S. and Anil, R. and Dunning, T. and Friedman, E.},
	Date-Added = {2013-01-19 12:55:20 +0000},
	Date-Modified = {2013-09-24 10:44:12 +0000},
	Keywords = {mahout, Hadoop, recommender system, tanimoto, loglikelihood},
	Publisher = {Manning Publications Co.},
	Rating = {5},
	Title = {Mahout in action},
	Year = {2011},
	Bdsk-File-1 = {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}}

@book{klahold2009empfehlungssysteme,
	Author = {Klahold, A.},
	Date-Added = {2013-01-17 10:54:48 +0000},
	Date-Modified = {2013-02-15 16:36:17 +0000},
	Keywords = {overview, recommender system, book},
	Publisher = {Vieweg+ Teubner Verlag},
	Rating = {5},
	Title = {Empfehlungssysteme: Grundlagen, Konzepte und Systeme},
	Year = {2009},
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@inproceedings{agullo2010qr,
	Author = {Agullo, E. and Coti, C. and Dongarra, J. and Herault, T. and Langem, J.},
	Booktitle = {Parallel \& Distributed Processing (IPDPS), 2010 IEEE International Symposium on},
	Date-Added = {2013-01-17 09:23:07 +0000},
	Date-Modified = {2013-10-01 12:58:16 +0000},
	Keywords = {mapreduce alg},
	Organization = {IEEE},
	Pages = {1--11},
	Rating = {5},
	Title = {QR factorization of tall and skinny matrices in a grid computing environment},
	Year = {2010},
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@inproceedings{constantine2011tall,
	Author = {Constantine, P.G. and Gleich, D.F.},
	Booktitle = {Proceedings of the second international workshop on MapReduce and its applications},
	Date-Added = {2013-01-15 16:30:41 +0000},
	Date-Modified = {2013-01-17 09:20:17 +0000},
	Keywords = {mapreduce alg, matrix factorization, QR factorisation},
	Organization = {ACM},
	Pages = {43--50},
	Rating = {5},
	Title = {Tall and skinny QR factorizations in MapReduce architectures},
	Year = {2011},
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@inproceedings{liu2010distributed,
	Author = {Liu, C. and Yang, H. and Fan, J. and He, L.W. and Wang, Y.M.},
	Booktitle = {Proceedings of the 19th international conference on World wide web},
	Date-Added = {2013-01-15 16:30:03 +0000},
	Date-Modified = {2013-01-15 16:31:21 +0000},
	Keywords = {mapreduce alg},
	Organization = {ACM},
	Pages = {681--690},
	Title = {Distributed nonnegative matrix factorization for web-scale dyadic data analysis on mapreduce},
	Year = {2010},
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@inproceedings{gemulla2011large,
	Author = {Gemulla, R. and Nijkamp, E. and Haas, P.J. and Sismanis, Y.},
	Booktitle = {Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining},
	Date-Added = {2013-01-15 16:29:36 +0000},
	Date-Modified = {2013-01-17 09:44:56 +0000},
	Keywords = {mapreduce alg},
	Organization = {ACM},
	Pages = {69--77},
	Rating = {5},
	Title = {Large-scale matrix factorization with distributed stochastic gradient descent},
	Year = {2011},
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@inproceedings{psvm,
	Author = {Edward Y. Chang and Kaihua Zhu and Hao Wang and Hongjie Bai and Jian Li and Zhihuan Qiu and Hang Cui},
	Booktitle = {NIPS},
	Date-Added = {2013-01-15 16:28:11 +0000},
	Date-Modified = {2013-01-15 16:28:46 +0000},
	Title = {PSVM Parallelizing Support Vector Machines on Distributed Computers},
	Year = {2007},
	Bdsk-Url-1 = {http://code.google.com/p/psvm}}

@book{ten1993least,
	Author = {ten Berge, J.M.F.},
	Date-Added = {2013-01-15 15:05:16 +0000},
	Date-Modified = {2013-01-15 15:05:16 +0000},
	Publisher = {DSWO Press, Leiden University Leiden,, The Netherlands},
	Title = {Least squares optimization in multivariate analysis},
	Year = {1993},
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@inproceedings{schafer1999recommender,
	Author = {Schafer, J.B. and Konstan, J. and Riedi, J.},
	Booktitle = {Proceedings of the 1st ACM conference on Electronic commerce},
	Date-Added = {2013-01-14 15:18:06 +0000},
	Date-Modified = {2013-01-14 15:26:51 +0000},
	Keywords = {comparison, recommender system},
	Organization = {ACM},
	Pages = {158--166},
	Rating = {4},
	Title = {Recommender systems in e-commerce},
	Year = {1999},
	Bdsk-File-1 = {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}}

@inproceedings{breese1998empirical,
	Author = {Breese, J.S. and Heckerman, D. and Kadie, C.},
	Booktitle = {Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence},
	Date-Added = {2013-01-14 15:17:31 +0000},
	Date-Modified = {2013-01-14 15:17:31 +0000},
	Organization = {Morgan Kaufmann Publishers Inc.},
	Pages = {43--52},
	Title = {Empirical analysis of predictive algorithms for collaborative filtering},
	Year = {1998},
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@article{mark1999turning,
	Author = {Mark, W.},
	Date-Added = {2013-01-13 18:48:36 +0000},
	Date-Modified = {2013-01-13 18:48:36 +0000},
	Journal = {IBM Systems Journal},
	Number = {4},
	Pages = {677--692},
	Publisher = {IBM},
	Title = {Turning pervasive computing into mediated spaces},
	Volume = {38},
	Year = {1999},
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@inproceedings{white2002comparing,
	Author = {White, R.W. and Jose, J.M. and Ruthven, I.},
	Booktitle = {Proceedings of the Tenth Text Retrieval Conference (TREC-10)},
	Date-Added = {2013-01-13 15:07:43 +0000},
	Date-Modified = {2013-01-13 18:19:28 +0000},
	Keywords = {implicit feedback, explicit feedback, comparison, search engine},
	Organization = {NIST},
	Pages = {534--538},
	Rating = {4},
	Title = {Comparing explicit and implicit feedback techniques for web retrieval: Trec-10 interactive track report},
	Year = {2002},
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@inproceedings{kelly2003implicit,
	Author = {Kelly, D. and Teevan, J.},
	Booktitle = {ACM SIGIR Forum},
	Date-Added = {2013-01-13 14:59:20 +0000},
	Date-Modified = {2013-01-21 17:35:03 +0000},
	Number = {2},
	Organization = {ACM},
	Pages = {18--28},
	Rating = {4},
	Title = {Implicit feedback for inferring user preference: a bibliography},
	Volume = {37},
	Year = {2003}}

@article{koh2010online,
	Author = {Koh, N.S. and Hu, N. and Clemons, E.K.},
	Date-Added = {2013-01-12 11:41:58 +0000},
	Date-Modified = {2013-01-12 11:41:58 +0000},
	Journal = {Electronic Commerce Research and Applications},
	Number = {5},
	Pages = {374--385},
	Publisher = {Elsevier},
	Title = {Do online reviews reflect a product's true perceived quality? An investigation of online movie reviews across cultures},
	Volume = {9},
	Year = {2010},
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@article{oard2001modeling,
	Author = {Oard, D.W. and Kim, J.},
	Date-Added = {2013-01-12 11:41:26 +0000},
	Date-Modified = {2013-01-12 11:41:26 +0000},
	Title = {Modeling information content using observable behavior},
	Year = {2001},
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@article{konstan1997grouplens,
	Author = {Konstan, J.A. and Miller, B.N. and Maltz, D. and Herlocker, J.L. and Gordon, L.R. and Riedl, J.},
	Date-Added = {2013-01-12 11:40:37 +0000},
	Date-Modified = {2013-01-12 11:40:37 +0000},
	Journal = {Communications of the ACM},
	Number = {3},
	Pages = {77--87},
	Publisher = {ACM},
	Title = {GroupLens: applying collaborative filtering to Usenet news},
	Volume = {40},
	Year = {1997},
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@inproceedings{morita1994information,
	Author = {Morita, M. and Shinoda, Y.},
	Booktitle = {Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval},
	Date-Added = {2013-01-12 11:39:15 +0000},
	Date-Modified = {2013-01-13 18:38:51 +0000},
	Organization = {Springer-Verlag New York, Inc.},
	Pages = {272--281},
	Rating = {4},
	Title = {Information filtering based on user behavior analysis and best match text retrieval},
	Year = {1994},
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@article{parra2011walk,
	Author = {Parra, D. and Amatriain, X.},
	Date-Added = {2013-01-11 16:44:04 +0000},
	Date-Modified = {2013-01-12 11:39:51 +0000},
	Journal = {User Modeling, Adaption and Personalization},
	Pages = {255--268},
	Publisher = {Springer},
	Rating = {5},
	Title = {Walk the Talk},
	Year = {2011},
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@article{joachims2007evaluating,
	Author = {Joachims, T. and Granka, L. and Pan, B. and Hembrooke, H. and Radlinski, F. and Gay, G.},
	Date-Added = {2013-01-11 16:12:16 +0000},
	Date-Modified = {2013-01-13 14:50:19 +0000},
	Journal = {ACM Transactions on Information systems},
	Number = {2},
	Publisher = {ACM ASSOCIATION FOR COMPUTING MACHINERY},
	Rating = {5},
	Title = {Evaluating the accuracy of implicit feedback from clicks and query reformulations in web search},
	Volume = {25},
	Year = {2007},
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@inproceedings{agichtein2006improving,
	Annote = {Big data.  Its about learning ranking functions.

Maybe we can incooperate this. Don't know how exactly jet.},
	Author = {Agichtein, E. and Brill, E. and Dumais, S.},
	Booktitle = {Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval},
	Date-Added = {2013-01-11 16:09:43 +0000},
	Date-Modified = {2013-01-13 14:47:51 +0000},
	Organization = {ACM},
	Pages = {19--26},
	Rating = {4},
	Title = {Improving web search ranking by incorporating user behavior information},
	Year = {2006},
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@article{kordumova2010personalized,
	Author = {Kordumova, S. and Kostadinovska, I. and Barbieri, M. and Pronk, V. and Korst, J.},
	Date-Added = {2013-01-09 11:13:14 +0000},
	Date-Modified = {2013-01-09 11:13:14 +0000},
	Journal = {User Modeling, Adaptation, and Personalization},
	Pages = {351--362},
	Publisher = {Springer},
	Title = {Personalized implicit learning in a music recommender system},
	Year = {2010},
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@article{lee2008time,
	Author = {Lee, T.Q. and Park, Y. and Park, Y.T.},
	Date-Added = {2013-01-09 11:12:17 +0000},
	Date-Modified = {2013-01-09 11:12:17 +0000},
	Journal = {Expert systems with applications},
	Number = {4},
	Pages = {3055--3062},
	Publisher = {Elsevier},
	Title = {A time-based approach to effective recommender systems using implicit feedback},
	Volume = {34},
	Year = {2008},
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@inproceedings{oard1998implicit,
	Author = {Oard, D.W. and Kim, J. and others},
	Booktitle = {Proceedings of the AAAI Workshop on Recommender Systems},
	Date-Added = {2013-01-09 11:09:24 +0000},
	Date-Modified = {2013-01-21 17:35:12 +0000},
	Keywords = {implicit feedback,},
	Pages = {81--83},
	Rating = {4},
	Title = {Implicit feedback for recommender systems},
	Year = {1998},
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@inproceedings{sarwar2001item,
	Author = {Sarwar, B. and Karypis, G. and Konstan, J. and Riedl, J.},
	Booktitle = {Proceedings of the 10th international conference on World Wide Web},
	Date-Added = {2013-01-08 08:43:06 +0000},
	Date-Modified = {2013-01-13 19:07:10 +0000},
	Keywords = {item based, collaborative filtering},
	Organization = {ACM},
	Pages = {285--295},
	Rating = {5},
	Title = {Item-based collaborative filtering recommendation algorithms},
	Year = {2001},
	Bdsk-File-1 = {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}}

@misc{Sebastian-Schelter:2012qy,
	Annote = {Nice first intro to Latent factor models.

Idea: 
- Rating are influenced by a set of factors specific to the domain. 
- This factors are not obvious.
- -> Find / infer factors for a given feature space.

Users and items are difined by theire values in a domain specific feature space.},
	Author = {Sebastian Schelter, Christoph Boden, Volker Markl},
	Date-Added = {2013-01-08 08:01:32 +0000},
	Date-Modified = {2013-01-08 08:40:18 +0000},
	Howpublished = {online - slide share},
	Rating = {4},
	Title = {AIM - Scalable Data Analysis and Data Mining},
	Year = {2012},
	Bdsk-Url-1 = {http://de.slideshare.net/sscdotopen/latent-factor-models-for-collaborative-filtering}}

@inproceedings{agarwal2010flda,
	Author = {Agarwal, D. and Chen, B.C.},
	Booktitle = {Proceedings of the third ACM international conference on Web search and data mining},
	Date-Added = {2013-01-08 07:33:44 +0000},
	Date-Modified = {2013-04-05 08:19:54 +0000},
	Keywords = {L{\"u} reference, generall meta data},
	Organization = {ACM},
	Pages = {91--100},
	Title = {fLDA: matrix factorization through latent dirichlet allocation},
	Year = {2010},
	Bdsk-File-1 = {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}}

@inproceedings{cremonesi2010performance,
	Author = {Cremonesi, P. and Koren, Y. and Turrin, R.},
	Booktitle = {Proceedings of the fourth ACM conference on Recommender systems},
	Date-Added = {2013-01-06 16:52:03 +0000},
	Date-Modified = {2013-01-06 16:52:03 +0000},
	Pages = {39--46},
	Title = {Performance of recommender algorithms on top-n recommendation tasks},
	Year = {2010}}

@article{fang2012latent,
	Author = {Fang, Y. and Si, L.},
	Date-Added = {2013-01-06 16:51:37 +0000},
	Date-Modified = {2013-10-02 09:53:51 +0000},
	Journal = {Proceedings of the 21st ACM international conference on Information and knowledge management},
	Title = {A Latent Pairwise Preference Learning Approach for Recommendation from Implicit Feedback},
	Year = {2012},
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@article{basso2011collaborative,
	Author = {Basso, A. and Milanesio, M. and Panisson, A. and Ruffo, G.},
	Date-Added = {2013-01-06 16:51:14 +0000},
	Date-Modified = {2013-01-06 16:51:14 +0000},
	Journal = {arXiv preprint arXiv:1101.3341},
	Title = {Collaborative Filtering without Explicit Feedbacks for Digital Recorders},
	Year = {2011},
	Bdsk-File-1 = {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}}

@article{parraimplicit,
	Annote = {A very fitting read.

Trys to infer explicit ratings from implizit data.},
	Author = {Parra, D. and Karatzoglou, A. and Amatriain, X. and Yavuz, I.},
	Date-Added = {2013-01-06 16:50:56 +0000},
	Date-Modified = {2013-02-27 09:45:44 +0000},
	Journal = {CARS-2011},
	Keywords = {implicit feedback},
	Rating = {5},
	Title = {Implicit Feedback Recommendation via Implicit-to-Explicit Ordinal Logistic Regression Mapping},
	Year = {2011},
	Bdsk-File-1 = {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}}

@inproceedings{hidasi2012enhancing,
	Author = {Hidasi, B. and Tikk, D.},
	Booktitle = {Proceedings of the 2nd Workshop on Context-awareness in Retrieval and Recommendation},
	Date-Added = {2013-01-06 16:50:39 +0000},
	Date-Modified = {2013-01-06 16:50:39 +0000},
	Organization = {ACM},
	Pages = {2--9},
	Title = {Enhancing matrix factorization through initialization for implicit feedback databases},
	Year = {2012},
	Bdsk-File-1 = {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}}

@inproceedings{shi2012tfmap,
	Author = {Shi, Y. and Karatzoglou, A. and Baltrunas, L. and Larson, M. and Hanjalic, A. and Oliver, N.},
	Booktitle = {Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval},
	Date-Added = {2013-01-06 16:50:04 +0000},
	Date-Modified = {2013-01-06 16:50:04 +0000},
	Organization = {ACM},
	Pages = {155--164},
	Title = {TFMAP: Optimizing MAP for top-n context-aware recommendation},
	Year = {2012},
	Bdsk-File-1 = {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}}

@inproceedings{diaz2012real,
	Author = {Diaz-Aviles, E. and Drumond, L. and Schmidt-Thieme, L. and Nejdl, W.},
	Booktitle = {Proceedings of the sixth ACM conference on Recommender systems},
	Date-Added = {2013-01-06 16:49:45 +0000},
	Date-Modified = {2013-01-06 16:49:45 +0000},
	Organization = {ACM},
	Pages = {59--66},
	Title = {Real-time top-n recommendation in social streams},
	Year = {2012}}

@article{hidasi2012fast,
	Author = {Hidasi, B. and Tikk, D.},
	Date-Added = {2013-01-06 16:49:35 +0000},
	Date-Modified = {2013-01-06 16:49:35 +0000},
	Journal = {Machine Learning and Knowledge Discovery in Databases},
	Pages = {67--82},
	Publisher = {Springer},
	Title = {Fast ALS-based tensor factorization for context-aware recommendation from implicit feedback},
	Year = {2012},
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@article{nunez2012implicit,
	Author = {N{\'u}{\~n}ez-Vald{\'e}z, E.R. and Cueva Lovelle, J.M. and Sanju{\'a}n Mart{\'\i}nez, O. and Garc{\'\i}a-D{\'\i}az, V. and Ordo{\~n}ez de Pablos, P. and Montenegro Mar{\'\i}n, C.E.},
	Date-Added = {2013-01-06 16:49:14 +0000},
	Date-Modified = {2013-01-06 16:49:14 +0000},
	Journal = {Computers in Human Behavior},
	Publisher = {Elsevier},
	Title = {Implicit feedback techniques on recommender systems applied to electronic books},
	Year = {2012}}

@article{gantner2010optimal,
	Author = {Gantner, Z. and Freudenthaler, C. and Rendle, S. and Schmidt-Thieme, L.},
	Date-Added = {2013-01-06 16:49:03 +0000},
	Date-Modified = {2013-01-06 16:49:03 +0000},
	Journal = {User Centric Media},
	Pages = {255--258},
	Publisher = {Springer},
	Title = {Optimal ranking for video recommendation},
	Year = {2010},
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@inproceedings{lee2011flexible,
	Author = {Lee, S. and Kahng, M. and Lee, S.},
	Booktitle = {Proceedings of the 5th International Conference on Ubiquitous Information Management and Communication},
	Date-Added = {2013-01-06 16:48:45 +0000},
	Date-Modified = {2013-01-06 16:48:45 +0000},
	Organization = {ACM},
	Pages = {3},
	Title = {Flexible recommendation using random walks on implicit feedback graph},
	Year = {2011},
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@inproceedings{xin2011multi,
	Author = {Xin, Y. and Steck, H.},
	Booktitle = {Proceedings of the fifth ACM conference on Recommender systems},
	Date-Added = {2013-01-06 16:48:32 +0000},
	Date-Modified = {2013-01-06 16:48:32 +0000},
	Organization = {ACM},
	Pages = {221--228},
	Title = {Multi-value probabilistic matrix factorization for IP-TV recommendations},
	Year = {2011}}

@inproceedings{sahoo2011hidden,
	Author = {Sahoo, N. and Singh, P.V. and Mukhopadhyay, T.},
	Booktitle = {Proc. Winter Conf. Business Intell},
	Date-Added = {2013-01-06 16:48:16 +0000},
	Date-Modified = {2013-04-09 12:54:41 +0000},
	Rating = {4},
	Title = {A hidden Markov model for collaborative filtering},
	Year = {2011},
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@inproceedings{steck2010generalized,
	Author = {Steck, H. and Xin, Y.},
	Booktitle = {Workshop on the Practical Use of Recommender Systems, Algorithms and Technologies (PRSAT 2010)},
	Date-Added = {2013-01-06 16:47:58 +0000},
	Date-Modified = {2013-01-06 16:47:58 +0000},
	Pages = {35},
	Title = {A generalized probabilistic framework and its variants for training top-k recommender systems},
	Year = {2010},
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@article{mnih2011taxonomy,
	Annote = {Strange task:

music recommendation, ratings are given 0-100
test set: each user 6 items: 3 high ranked 3 unrankted

They build a recommender system instead of a classified to distcriminate between high ranked traks and low ranked tracks.

This is the point I don't get :/ .},
	Author = {Mnih, A.},
	Date-Added = {2013-01-06 16:47:41 +0000},
	Date-Modified = {2013-01-20 16:39:40 +0000},
	Rating = {3},
	Title = {Taxonomy-informed latent factor models for implicit feedback},
	Year = {2011},
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@inproceedings{fang2011matrix,
	Author = {Fang, Y. and Si, L.},
	Booktitle = {Proceedings of the 2nd International Workshop on Information Heterogeneity and Fusion in Recommender Systems},
	Date-Added = {2013-01-06 16:47:15 +0000},
	Date-Modified = {2013-01-06 16:47:15 +0000},
	Organization = {ACM},
	Pages = {65--69},
	Title = {Matrix co-factorization for recommendation with rich side information and implicit feedback},
	Year = {2011},
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@inproceedings{yuan2011factorization,
	Author = {Yuan, Q. and Chen, L. and Zhao, S.},
	Booktitle = {Proceedings of the fifth ACM conference on Recommender systems},
	Date-Added = {2013-01-06 15:18:52 +0000},
	Date-Modified = {2013-01-06 15:18:52 +0000},
	Organization = {ACM},
	Pages = {245--252},
	Title = {Factorization vs. regularization: fusing heterogeneous social relationships in top-n recommendation},
	Year = {2011},
	Bdsk-File-1 = {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}}

@article{lu2012recommender,
	Author = {L{\"u}, L. and Medo, M. and Yeung, C.H. and Zhang, Y.C. and Zhang, Z.K. and Zhou, T.},
	Date-Added = {2013-01-06 15:18:17 +0000},
	Date-Modified = {2013-03-08 12:58:48 +0000},
	Journal = {Physics Reports},
	Keywords = {recommender system, introduction, overview},
	Publisher = {Elsevier},
	Rating = {5},
	Title = {Recommender systems},
	Year = {2012},
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@inproceedings{pilaszy2010fast,
	Author = {Pil{\'a}szy, I. and Zibriczky, D. and Tikk, D.},
	Booktitle = {Proceedings of the fourth ACM conference on Recommender systems},
	Date-Added = {2013-01-06 15:17:52 +0000},
	Date-Modified = {2013-03-08 13:02:03 +0000},
	Keywords = {matrix factorization, implicit feedback, explicit feedback},
	Organization = {ACM},
	Pages = {71--78},
	Title = {Fast ALS-based matrix factorization for explicit and implicit feedback datasets},
	Year = {2010}}

@inproceedings{rendle2010factorizing,
	Author = {Rendle, S. and Freudenthaler, C. and Schmidt-Thieme, L.},
	Booktitle = {Proceedings of the 19th international conference on World wide web},
	Date-Added = {2013-01-06 15:17:39 +0000},
	Date-Modified = {2013-01-06 15:17:39 +0000},
	Organization = {ACM},
	Pages = {811--820},
	Title = {Factorizing personalized markov chains for next-basket recommendation},
	Year = {2010},
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@inproceedings{xiang2010temporal,
	Author = {Xiang, L. and Yuan, Q. and Zhao, S. and Chen, L. and Zhang, X. and Yang, Q. and Sun, J.},
	Booktitle = {Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining},
	Date-Added = {2013-01-06 15:17:05 +0000},
	Date-Modified = {2013-03-08 15:26:10 +0000},
	Keywords = {recommender system, time},
	Organization = {ACM},
	Pages = {723--732},
	Rating = {3},
	Title = {Temporal recommendation on graphs via long-and short-term preference fusion},
	Year = {2010},
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@inproceedings{baltrunas2009towards,
	Author = {Baltrunas, L. and Amatriain, X.},
	Booktitle = {Workshop on Context-aware Recommender Systems (CARS'09)},
	Date-Added = {2013-01-06 15:16:26 +0000},
	Date-Modified = {2013-09-11 12:07:35 +0000},
	Rating = {5},
	Title = {Towards time-dependant recommendation based on implicit feedback},
	Year = {2009},
	Bdsk-File-1 = {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}}

@article{rendle2012bpr,
	Author = {Rendle, S. and Freudenthaler, C. and Gantner, Z. and Schmidt-Thieme, L.},
	Date-Added = {2013-01-06 15:16:00 +0000},
	Date-Modified = {2013-01-20 17:25:18 +0000},
	Journal = {arXiv preprint arXiv:1205.2618},
	Keywords = {recommender system, implicit feedback, ranking},
	Rating = {5},
	Title = {BPR: Bayesian personalized ranking from implicit feedback},
	Year = {2012},
	Bdsk-File-1 = {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}}

@article{koren2009matrix,
	Annote = {This is important try to get it!!!},
	Author = {Koren, Y. and Bell, R. and Volinsky, C.},
	Date-Added = {2013-01-06 14:55:42 +0000},
	Date-Modified = {2013-03-08 13:03:38 +0000},
	Journal = {Computer},
	Keywords = {matrix factorization},
	Number = {8},
	Pages = {30--37},
	Publisher = {IEEE},
	Rating = {4},
	Title = {Matrix factorization techniques for recommender systems},
	Volume = {42},
	Year = {2009},
	Bdsk-File-1 = {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}}

@article{burke2007hybrid,
	Author = {Burke, R.},
	Date-Added = {2013-01-05 10:40:00 +0000},
	Date-Modified = {2013-01-21 17:34:57 +0000},
	Journal = {The adaptive web},
	Pages = {377--408},
	Publisher = {Springer},
	Rating = {4},
	Title = {Hybrid web recommender systems},
	Year = {2007},
	Bdsk-File-1 = {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},
	Bdsk-Url-1 = {http://link.springer.com/chapter/10.1007%2F978-3-540-72079-9_12?LI=true}}

@article{ricci2002travel,
	Author = {Ricci, F.},
	Date-Added = {2013-01-05 10:35:47 +0000},
	Date-Modified = {2013-01-05 10:39:56 +0000},
	Journal = {IEEE Intelligent Systems},
	Number = {6},
	Pages = {55--57},
	Publisher = {American Management Association},
	Rating = {3},
	Title = {Travel recommender systems},
	Volume = {17},
	Year = {2002},
	Bdsk-File-1 = {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}}

@article{adomavicius2005incorporating,
	Annote = {An implementation of a multi dimensonal recomender.
It also describes for which cases it shines and when to use a classical recomender.

Can be of interesst if I decide that we need a MD recomender.},
	Author = {Adomavicius, G. and Sankaranarayanan, R. and Sen, S. and Tuzhilin, A.},
	Date-Added = {2013-01-02 15:19:44 +0000},
	Date-Modified = {2013-01-02 16:19:29 +0000},
	Journal = {ACM Transactions on Information Systems (TOIS)},
	Number = {1},
	Pages = {103--145},
	Publisher = {ACM},
	Rating = {3},
	Title = {Incorporating contextual information in recommender systems using a multidimensional approach},
	Volume = {23},
	Year = {2005},
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@article{guha2009privad,
	Annote = {A detailed report on the privad system.

Still not my topic.},
	Author = {Guha, S. and Cheng, B. and Reznichenko, A. and Haddadi, H. and Francis, P.},
	Date-Added = {2013-01-02 14:40:45 +0000},
	Date-Modified = {2013-01-03 14:20:25 +0000},
	Journal = {Proceedings of Hot Topics in Networking (HotNets)},
	Rating = {2},
	Title = {Privad: Rearchitecting online advertising for privacy},
	Year = {2009},
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@inproceedings{guha2011privad,
	Author = {Guha, S. and Cheng, B. and Francis, P.},
	Booktitle = {Proceedings of the 8th USENIX conference on Networked systems design and implementation},
	Date-Added = {2013-01-02 14:40:36 +0000},
	Date-Modified = {2013-01-03 15:16:28 +0000},
	Organization = {USENIX Association},
	Pages = {13--13},
	Rating = {1},
	Title = {Privad: Practical privacy in online advertising},
	Year = {2011},
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@inproceedings{akkus2012non,
	Annote = {This paper is about providing website analytics while protecting the users privacy.

Not related!},
	Author = {Akkus, I.E. and Chen, R. and Hardt, M. and Francis, P. and Gehrke, J.},
	Booktitle = {Proceedings of the 2012 ACM conference on Computer and communications security},
	Date-Added = {2013-01-02 14:40:12 +0000},
	Date-Modified = {2013-01-13 14:47:47 +0000},
	Organization = {ACM},
	Pages = {687--698},
	Rating = {1},
	Title = {Non-tracking web analytics},
	Year = {2012},
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@inproceedings{moreno2011decentralized,
	Annote = {client side profiles are bad or not working well
use decentralized recomender system instead

May have interessing bits and peaces but its not about my issue per se.},
	Author = {Moreno, A. and Castro, H. and Riveill, M.},
	Booktitle = {Proc. of the RecSys 2011 Workshop on PeMA},
	Date-Added = {2013-01-02 14:40:00 +0000},
	Date-Modified = {2013-01-03 11:41:52 +0000},
	Rating = {3},
	Title = {Decentralized recommender systems for mobile advertisement},
	Year = {2011},
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@inproceedings{leontiadis2012don,
	Annote = {Its about finding an equibrium between adverticers need for data and users need for privacy for the mobile app market.

This paper is not related!},
	Author = {Leontiadis, I. and Efstratiou, C. and Picone, M. and Mascolo, C.},
	Booktitle = {Proceedings of the Twelfth Workshop on Mobile Computing Systems \& Applications},
	Date-Added = {2013-01-02 14:39:47 +0000},
	Date-Modified = {2013-01-04 13:12:20 +0000},
	Organization = {ACM},
	Pages = {2},
	Rating = {1},
	Title = {Don't kill my ads!: balancing privacy in an ad-supported mobile application market},
	Year = {2012},
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@inproceedings{chen2012towards,
	Annote = {client base implementation
focus on user data safety},
	Author = {Chen, R. and Reznichenko, A. and Francis, P. and Gehrke, J.},
	Booktitle = {proceedings of the 9th USENIX Symposium on Networked Systems Design and Implementation. USENIX},
	Date-Added = {2013-01-02 14:38:58 +0000},
	Date-Modified = {2013-01-03 11:29:32 +0000},
	Rating = {2},
	Title = {Towards statistical queries over distributed private user data},
	Year = {2012},
	Bdsk-File-1 = {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}}

@inproceedings{toubiana2010adnostic,
	Annote = {online behavioral advertising done in the browser.
Reason: more privacy.
Problems: billing
Solution: encryption based method

Not really oure department.
Its unlikly that a complete recomender engie is build into a browser plugin : /.},
	Author = {Toubiana, V. and Narayanan, A. and Boneh, D. and Nissenbaum, H. and Barocas, S.},
	Booktitle = {17th Network and Distributed System Security Symposium},
	Date-Added = {2013-01-02 10:51:29 +0000},
	Date-Modified = {2013-01-02 15:59:22 +0000},
	Rating = {2},
	Title = {Adnostic: Privacy preserving targeted advertising},
	Year = {2010},
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@article{zhang2010personalized,
	Annote = {collaborative taging again},
	Author = {Zhang, Z.K. and Zhou, T. and Zhang, Y.C.},
	Date-Added = {2013-01-02 10:51:25 +0000},
	Date-Modified = {2013-01-13 14:47:42 +0000},
	Journal = {Physica A: Statistical Mechanics and its Applications},
	Number = {1},
	Pages = {179--186},
	Publisher = {Elsevier},
	Rating = {3},
	Title = {Personalized recommendation via integrated diffusion on user--item--tag tripartite graphs},
	Volume = {389},
	Year = {2010},
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@article{kazienko2011multidimensional,
	Annote = {This paper groups users and item into layers that in turn are used to extract information about
a) social reations  and b) semantic relations.

The secound part aimes to create a social recommender.

Sounds very basic, strangly this is quit new :/ . },
	Author = {Kazienko, P. and Musial, K. and Kajdanowicz, T.},
	Date-Added = {2013-01-02 10:51:22 +0000},
	Date-Modified = {2013-01-13 14:47:39 +0000},
	Journal = {Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on},
	Number = {4},
	Pages = {746--759},
	Publisher = {IEEE},
	Rating = {3},
	Title = {Multidimensional social network in the social recommender system},
	Volume = {41},
	Year = {2011},
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@article{lee2010collaborative,
	Annote = {uses a mixture of implicit and explicit rating to improve the recomendations made.

This is very interessting, because I oure dataset has no explicit ratings contained. However I theorice that a implicit rating can be found / extracted.},
	Author = {Lee, S.K. and Cho, Y.H. and Kim, S.H.},
	Date-Added = {2013-01-02 10:51:18 +0000},
	Date-Modified = {2013-01-21 17:34:40 +0000},
	Journal = {Information Sciences},
	Number = {11},
	Pages = {2142--2155},
	Publisher = {Elsevier},
	Rating = {4},
	Title = {Collaborative filtering with ordinal scale-based implicit ratings for mobile music recommendations},
	Volume = {180},
	Year = {2010},
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@article{ming2009diffusion,
	Annote = {Is about tagging.

I don't need taging expect maybe mentioning it in realted work. Perhaps not even there.},
	Author = {Ming-Sheng, S. and Zi-Ke, Z.},
	Date-Added = {2013-01-02 10:51:14 +0000},
	Date-Modified = {2013-01-04 11:36:17 +0000},
	Journal = {Chinese Physics Letters},
	Number = {11},
	Pages = {118903},
	Publisher = {IOP Publishing},
	Rating = {3},
	Title = {Diffusion-based recommendation in collaborative tagging systems},
	Volume = {26},
	Year = {2009},
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@article{liu2009recent,
	Annote = {Another overview to be read.},
	Author = {Liu, JG and Chen, M.Z.Q. and Chen, J. and Deng, F. and ZHANG, H. and ZHANG, Z. and ZHOU, TAO},
	Date-Added = {2013-01-02 10:51:10 +0000},
	Date-Modified = {2013-03-08 13:12:54 +0000},
	Journal = {International journal of information and systems sciences},
	Keywords = {recommender system, overview},
	Number = {2},
	Pages = {230--247},
	Rating = {4},
	Title = {Recent advances in personal recommender systems},
	Volume = {5},
	Year = {2009},
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@article{kazienko2009mining,
	Annote = {A method find indirect association rules.
This is the question which item  a oftern goes with item c with item b beeint the binding part and so on.

This results in a transitive assiciation ( preference ) measure.

Sounds extremly complicated. I whould like to exclude this. So this is a 3 * .},
	Author = {Kazienko, P.},
	Date-Added = {2013-01-02 10:51:06 +0000},
	Date-Modified = {2013-01-03 17:17:30 +0000},
	Journal = {International Journal of Applied Mathematics and Computer Science},
	Number = {1},
	Pages = {165--186},
	Publisher = {Versita},
	Rating = {3},
	Title = {Mining indirect association rules for web recommendation},
	Volume = {19},
	Year = {2009},
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@article{haddadi2009not,
	Annote = {Privad, again.
Seams like this is a first white paper to describe the basic ideas.

While interesing from a privacy standpoint I whould like to ignore this aspekt for now.

A quick skim of the basic ideas and issues should be done none the less.},
	Author = {Haddadi, H. and Guha, S. and Francis, P.},
	Date-Added = {2013-01-02 10:51:02 +0000},
	Date-Modified = {2013-01-03 13:53:26 +0000},
	Journal = {Software Services for e-Business and e-Society},
	Pages = {161--172},
	Publisher = {Springer},
	Rating = {3},
	Title = {Not all adware is badware: Towards privacy-aware advertising},
	Year = {2009},
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@article{zhang2011tag,
	Annote = {not downloadable},
	Author = {Zhang, Z.K. and Zhou, T. and Zhang, Y.C.},
	Date-Added = {2013-01-02 10:50:58 +0000},
	Date-Modified = {2013-01-03 13:21:41 +0000},
	Journal = {Journal of Computer Science and Technology},
	Number = {5},
	Pages = {767--777},
	Publisher = {Springer},
	Rating = {1},
	Title = {Tag-aware recommender systems: A state-of-the-art survey},
	Volume = {26},
	Year = {2011}}

@inproceedings{farahat2012effective,
	Annote = {Just a presentation and also from Yahoo!
Probably not citeable just a source for inspiration.},
	Author = {Farahat, A. and Bailey, M.C.},
	Booktitle = {Proceedings of the 21st international conference on World Wide Web},
	Date-Added = {2013-01-02 10:50:55 +0000},
	Date-Modified = {2013-01-02 16:01:41 +0000},
	Organization = {ACM},
	Pages = {111--120},
	Rating = {2},
	Title = {How effective is targeted advertising?},
	Year = {2012},
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@inproceedings{backes2012obliviad,
	Annote = {Jet another we change how the online market works system.

It targets user privacy by limiting the access to the data.
Its is still a system that wants to track all user online activity.
Not a recomender!},
	Author = {Backes, M. and Kate, A. and Maffei, M. and Pecina, K.},
	Booktitle = {Security and Privacy (SP), 2012 IEEE Symposium on},
	Date-Added = {2013-01-02 10:50:49 +0000},
	Date-Modified = {2013-01-03 11:35:07 +0000},
	Organization = {IEEE},
	Pages = {257--271},
	Rating = {2},
	Title = {ObliviAd: Provably secure and practical online behavioral advertising},
	Year = {2012},
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@article{wu2010enhancing,
	Annote = {Including tags into the recomender enginue, both as a way to annotate items with tags and to infrere user tased based on the tags she is assigning.

Probably not more than a quick side note.},
	Author = {Wu, P. and Zhang, Z.K.},
	Date-Added = {2013-01-02 10:50:46 +0000},
	Date-Modified = {2013-01-03 16:37:33 +0000},
	Journal = {Physics Procedia},
	Number = {5},
	Pages = {1877--1885},
	Publisher = {Elsevier},
	Rating = {3},
	Title = {Enhancing personalized recommendations on weighted social tagging networks},
	Volume = {3},
	Year = {2010},
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@article{hai2010integrated,
	Annote = {This paper is more about optimization than recommending.},
	Author = {Hai, L. and Zhao, L. and Nagurney, A.},
	Date-Added = {2013-01-02 10:50:39 +0000},
	Date-Modified = {2013-01-13 14:47:36 +0000},
	Journal = {Netnomics},
	Number = {1},
	Pages = {69--83},
	Publisher = {Springer},
	Rating = {2},
	Title = {An integrated framework for the design of optimal web banners},
	Volume = {11},
	Year = {2010},
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@article{changmobile,
	Annote = {Recomending ads based on location, velocity and other criteria.

This paper sounds very propositional. Probably just a side note on things happening.},
	Author = {Chang, C.H. and Huo, K.H.},
	Date-Added = {2013-01-02 10:50:36 +0000},
	Date-Modified = {2013-02-27 09:44:25 +0000},
	Journal = {SIGIR 2011 Workshop on Internet Advertising},
	Rating = {3},
	Title = {Mobile Advertising: Triple-win for Consumers, Advertisers and Telecom Carriers},
	Year = {2011},
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@article{amin2010theoretical,
	Annote = {A theorie on how to meassure the success of personalisation.

No practical experiment was conducted.

I will stick to the empirical way of testing the quality, because everything else is just to mutch work. So this goes out the window.},
	Author = {Amin, M. and Nayak, R.},
	Date-Added = {2013-01-02 10:50:32 +0000},
	Date-Modified = {2013-01-03 14:22:49 +0000},
	Journal = {Human-Computer Interaction},
	Pages = {255--264},
	Publisher = {Springer},
	Rating = {2},
	Title = {Theoretical model of user acceptance: In the view of measuring success in web personalization},
	Year = {2010},
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@inproceedings{shatnawi2012statistical,
	Annote = {Jet another survey of techniques out there.

At least its what I am looking for. :)},
	Author = {Shatnawi, M. and Mohamed, N.},
	Booktitle = {Proceedings of the 27th Annual ACM Symposium on Applied Computing},
	Date-Added = {2013-01-02 10:50:27 +0000},
	Date-Modified = {2013-01-03 11:37:12 +0000},
	Organization = {ACM},
	Pages = {680--687},
	Rating = {4},
	Title = {Statistical techniques for online personalized advertising: a survey},
	Year = {2012},
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@inproceedings{maghami2012identifying,
	Annote = {Not related.

Its about how to distribute information in a system, where the reputation of the messages is more important than the message.},
	Author = {Maghami, M. and Sukthankar, G.},
	Booktitle = {Proceedings of the 11th International Conference on Autonomous Agents and Multiagent Systems-Volume 2},
	Date-Added = {2013-01-02 10:50:24 +0000},
	Date-Modified = {2013-01-13 14:48:25 +0000},
	Organization = {International Foundation for Autonomous Agents and Multiagent Systems},
	Pages = {687--694},
	Rating = {1},
	Title = {Identifying influential agents for advertising in multi-agent markets},
	Year = {2012},
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@article{toubiana2009privads,
	Annote = {Its an arcitecture to enable targeting based in the client.

Not my topic.},
	Author = {Toubiana, V. and Narayanan, A. and Nissenbaum, H. and Barocas, S. and Boneh, D.},
	Date-Added = {2013-01-02 10:50:16 +0000},
	Date-Modified = {2013-01-03 14:18:46 +0000},
	Publisher = {Citeseer},
	Rating = {2},
	Title = {Privads: Privacy Preserving Targeted Advertising},
	Year = {2009},
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@article{bhargav2011data,
	Annote = {Its more about how to distribute a given set of banners over a given set of webpages, so that each banner reaches a large part of the complete website visitorship.

This may also be a 2 * source. :(},
	Author = {Bhargav, S.},
	Date-Added = {2013-01-02 10:50:12 +0000},
	Date-Modified = {2013-01-03 11:50:19 +0000},
	Rating = {3},
	Title = {Data Analysis Approaches for Improved Online Banner Advertisement Placement and Identifying Changes in Suitable Crop Cultivation Period},
	Year = {2011},
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@inproceedings{fan2010learning,
	Annote = {While not exactly usefull, this paper introduces social filtering as a new aspect compared  colleborative filtering and conten-based filtering.

This is not inherently usable but may contain interesing aspects.},
	Author = {Fan, T.K. and Chang, C.H.},
	Booktitle = {IEEE International Conference on Social Computing/IEEE International Conference on Privacy, Security, Risk and Trust},
	Date-Added = {2013-01-02 10:50:09 +0000},
	Date-Modified = {2013-01-03 13:40:12 +0000},
	Organization = {IEEE},
	Pages = {209--216},
	Rating = {3},
	Title = {Learning to Predict Ad Clicks Based on Boosted Collaborative Filtering},
	Year = {2010},
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@article{lorenz2011werbung,
	Annote = {Does not seam to be to trustworthy.},
	Author = {Lorenz, M.},
	Date-Added = {2013-01-02 10:50:02 +0000},
	Date-Modified = {2013-01-02 16:03:47 +0000},
	Rating = {2},
	Title = {Werbung und Privatheit im Internet: Eine Analyse der Widerspruche und Losungsmoglichkeiten},
	Year = {2011},
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@article{tomlin2000entropy,
	Annote = {Its seams to be more about optimization.},
	Author = {Tomlin, J.A.},
	Date-Added = {2013-01-02 10:40:48 +0000},
	Date-Modified = {2013-01-02 16:23:09 +0000},
	Journal = {Computer Networks},
	Number = {1},
	Pages = {767--774},
	Publisher = {Elsevier},
	Rating = {2},
	Title = {An entropy approach to unintrusive targeted advertising on the Web},
	Volume = {33},
	Year = {2000},
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@article{kazienko2007adrosa,
	Annote = {Also integrates web usage and content mining into the recomendation efford.},
	Author = {Kazienko, P. and Adamski, M.},
	Date-Added = {2013-01-02 10:33:51 +0000},
	Date-Modified = {2013-01-02 16:16:59 +0000},
	Journal = {Information Sciences},
	Number = {11},
	Pages = {2269--2295},
	Publisher = {Elsevier},
	Rating = {4},
	Title = {AdROSA---Adaptive personalization of web advertising},
	Volume = {177},
	Year = {2007},
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@article{drachsler2008personal,
	Annote = {This paper reports about how recomender engines have been applyed to the domnain of teaching and life long learners.

Not very promising.},
	Author = {Drachsler, H. and Hummel, H.G.K. and Koper, R.},
	Date-Added = {2013-01-02 10:33:46 +0000},
	Date-Modified = {2013-01-03 15:46:59 +0000},
	Journal = {International Journal of Learning Technology},
	Number = {4},
	Pages = {404--423},
	Publisher = {Inderscience},
	Rating = {3},
	Title = {Personal recommender systems for learners in lifelong learning networks: the requirements, techniques and model},
	Volume = {3},
	Year = {2008},
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@article{zhou2010solving,
	Annote = {Enabling diversity and accuracy without the need for semantic or context specific information.

This sound promissing!},
	Author = {Zhou, T. and Kuscsik, Z. and Liu, J.G. and Medo, M. and Wakeling, J.R. and Zhang, Y.C.},
	Date-Added = {2013-01-02 10:33:38 +0000},
	Date-Modified = {2013-04-05 10:19:30 +0000},
	Journal = {Proceedings of the National Academy of Sciences},
	Number = {10},
	Pages = {4511--4515},
	Publisher = {National Acad Sciences},
	Rating = {4},
	Title = {Solving the apparent diversity-accuracy dilemma of recommender systems},
	Volume = {107},
	Year = {2010},
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@article{takacs2009scalable,
	Annote = {Scalable matrix factorisation based recommender methods explained and applyed to public datasets.
This paper also includes a section about implementation issues, which will be if great interest, I suspect.},
	Author = {Tak{\'a}cs, G. and Pil{\'a}szy, I. and N{\'e}meth, B. and Tikk, D.},
	Date-Added = {2013-01-02 10:32:38 +0000},
	Date-Modified = {2013-03-08 13:13:30 +0000},
	Journal = {The Journal of Machine Learning Research},
	Keywords = {recommender system, matrix factorization, performance, overview},
	Pages = {623--656},
	Publisher = {JMLR. org},
	Rating = {5},
	Title = {Scalable collaborative filtering approaches for large recommender systems},
	Volume = {10},
	Year = {2009},
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@inproceedings{baluja2008video,
	Annote = {This paper describes an algorithem to label nodes in a noisy graph.
Its applyed to youtube recomendation and the authors work on applying the to other areas wich amoung others also includes online adverticing.

I can't judge this paper really. I don't see a graph structure in oure data now, but I had not really looked eather.

It whould be interessting to find a follow up paper that states if this is applyable to online advertising.},
	Author = {Baluja, S. and Seth, R. and Sivakumar, D. and Jing, Y. and Yagnik, J. and Kumar, S. and Ravichandran, D. and Aly, M.},
	Booktitle = {Proceedings of the 17th international conference on World Wide Web},
	Date-Added = {2013-01-02 10:32:30 +0000},
	Date-Modified = {2013-01-13 14:47:32 +0000},
	Organization = {ACM},
	Pages = {895--904},
	Rating = {3},
	Title = {Video suggestion and discovery for youtube: taking random walks through the view graph},
	Year = {2008},
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@inproceedings{bell2007modeling,
	Annote = {Estimates a recomendation based on muliple scales, namely local and reginal.
The local scale uses a neighbrohood method, with the additional accounting for interaction in this neighborhood.

The regional scale uses a SVD-like matrix factorisation, with a change to a interative processing that avoids imputations.

This process requires shrinking of estimated values to prevent overfitting. This is crutial.

This ads jet another dimention to the problem: finding patterns localy and reginaly.

The good thing is, since the regional part seams to be a matrix operation I hope its easy to translate it into a map reduce structure.},
	Author = {Bell, R. and Koren, Y. and Volinsky, C.},
	Booktitle = {Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining},
	Date-Added = {2013-01-02 10:32:21 +0000},
	Date-Modified = {2013-03-08 13:15:27 +0000},
	Organization = {ACM},
	Pages = {95--104},
	Rating = {3},
	Title = {Modeling relationships at multiple scales to improve accuracy of large recommender systems},
	Year = {2007},
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@article{adomavicius2007new,
	Annote = {Two methods of multi criteria recommendation methods.

I should find out if I need multi criteria. If so this is a 5 if not its a 3.

},
	Author = {Adomavicius, G. and Kwon, Y.O.},
	Date-Added = {2013-01-02 10:32:14 +0000},
	Date-Modified = {2013-01-03 17:11:33 +0000},
	Journal = {Intelligent Systems, IEEE},
	Number = {3},
	Pages = {48--55},
	Publisher = {IEEE},
	Rating = {3},
	Title = {New recommendation techniques for multicriteria rating systems},
	Volume = {22},
	Year = {2007},
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@inproceedings{hu2008collaborative,
	Annote = {This paper is about recommending items only by means of indirect preference input.

Its tested on a tv show data set.

This is a great paper, because its exactly what I intent to do, except its for adverticing.},
	Author = {Hu, Y. and Koren, Y. and Volinsky, C.},
	Booktitle = {Data Mining, 2008. ICDM'08. Eighth IEEE International Conference on},
	Date-Added = {2013-01-02 10:31:59 +0000},
	Date-Modified = {2013-02-16 13:37:14 +0000},
	Keywords = {implicit feedback},
	Organization = {IEEE},
	Pages = {263--272},
	Rating = {5},
	Title = {Collaborative filtering for implicit feedback datasets},
	Year = {2008},
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@article{ricci2011introduction,
	Annote = {Describes what recomender systems are, on a very basic level and also gives infos about chalanges.

Very current!},
	Author = {Ricci, F. and Rokach, L. and Shapira, B.},
	Date-Added = {2013-01-02 10:31:47 +0000},
	Date-Modified = {2013-03-08 13:00:26 +0000},
	Journal = {Recommender Systems Handbook},
	Keywords = {recommender system, introduction, overview},
	Pages = {1--35},
	Publisher = {Springer},
	Rating = {5},
	Title = {Introduction to recommender systems handbook},
	Year = {2011},
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	Bdsk-Url-1 = {http://link.springer.com/chapter/10.1007%2F978-0-387-85820-3_1?LI=true#page-1}}

@inproceedings{bell2007scalable,
	Annote = {Seams like the origin of weighted kmeans user recomendations.

This one I should at least skim and mention.},
	Author = {Bell, R.M. and Koren, Y.},
	Booktitle = {Data Mining, 2007. ICDM 2007. Seventh IEEE International Conference on},
	Date-Added = {2013-01-02 10:31:38 +0000},
	Date-Modified = {2013-01-04 15:15:35 +0000},
	Organization = {IEEE},
	Pages = {43--52},
	Rating = {4},
	Title = {Scalable collaborative filtering with jointly derived neighborhood interpolation weights},
	Year = {2007},
	Bdsk-File-1 = {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}}

@article{hill2006network,
	Annote = {This is an economic paper.},
	Author = {Hill, S. and Provost, F. and Volinsky, C.},
	Date-Added = {2013-01-02 10:31:31 +0000},
	Date-Modified = {2013-01-04 13:29:45 +0000},
	Journal = {Statistical Science},
	Number = {2},
	Pages = {256--276},
	Publisher = {Institute of Mathematical Statistics},
	Rating = {1},
	Title = {Network-based marketing: Identifying likely adopters via consumer networks},
	Volume = {21},
	Year = {2006},
	Bdsk-File-1 = {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}}

@book{berners2006framework,
	Annote = {Way to generic. Its a collection on questions regarding the web or even more generic the science of webs of information.

To generic to be of use.},
	Author = {Berners-Lee, T. and Hall, W. and Hendler, J.A.},
	Date-Added = {2013-01-02 10:31:19 +0000},
	Date-Modified = {2013-01-03 13:26:16 +0000},
	Publisher = {Now Pub},
	Rating = {1},
	Title = {A framework for web science},
	Year = {2006},
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@inproceedings{koren2008factorization,
	Annote = {A implementation of recomendation based on latent factor models and neighborhood models.
It is competivite to the usual colaborative filtering approach.

open questions:
- what are the drawbacks?

This is definatly related. But could be hard to implement, because mahout only really supports colaborative filtering.},
	Author = {Koren, Y.},
	Booktitle = {Proceeding of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining},
	Date-Added = {2013-01-02 10:30:50 +0000},
	Date-Modified = {2013-01-25 15:51:38 +0000},
	Keywords = {collaborative filtering, recommender system, matrix factorization, implicit feedback},
	Organization = {ACM},
	Pages = {426--434},
	Rating = {4},
	Title = {Factorization meets the neighborhood: a multifaceted collaborative filtering model},
	Year = {2008},
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@inproceedings{das2007google,
	Annote = {A recomender for large (millions) and dynamic data sets.
Content argnostic so highly easily transferable.

This is something to check if it can be applyed to my problem at hand.},
	Author = {Das, A.S. and Datar, M. and Garg, A. and Rajaram, S.},
	Booktitle = {Proceedings of the 16th international conference on World Wide Web},
	Date-Added = {2013-01-02 10:30:45 +0000},
	Date-Modified = {2013-01-03 10:56:14 +0000},
	Organization = {ACM},
	Pages = {271--280},
	Rating = {4},
	Title = {Google news personalization: scalable online collaborative filtering},
	Year = {2007},
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@book{baeza1999modern,
	Annote = {This book is about information retrival.

This can interact with recommender engines in case thouse use assiciation based recomendations only.},
	Author = {Baeza-Yates, R. and Ribeiro-Neto, B. and others},
	Date-Added = {2013-01-02 10:30:40 +0000},
	Date-Modified = {2013-01-13 14:48:14 +0000},
	Publisher = {ACM press New York.},
	Rating = {2},
	Title = {Modern information retrieval},
	Volume = {463},
	Year = {1999},
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@inproceedings{aksel2010adaptive,
	Annote = {A implementation that switches the recomendation method as its learns. Thus reflekting the change of how task can best be aproximetaed in an evolving dataset.

Very interessing because I susspect, that the taste of a user can switch dramatically, as she buys things, other get more important more recomendable.},
	Author = {Aksel, F. and Birt{\"u}rk, A.},
	Booktitle = {International Workshop on Handling Concept Drift in Adaptive Information Systems: Importance, Challenges and Solutions (HaCDAIS-2010) at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases},
	Date-Added = {2012-12-30 18:21:44 +0000},
	Date-Modified = {2013-01-21 17:34:33 +0000},
	Pages = {49},
	Rating = {4},
	Title = {An Adaptive Hybrid Recommender System that Learns Domain Dynamics},
	Year = {2010},
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@inproceedings{shani2007establishing,
	Annote = {Its about user classification and generating a questionair in order to classify a user into a stereotype.

This is not related.},
	Author = {Shani, G. and Rokach, L. and Meisles, A. and Naamani, L. and Piratla, N. and Ben-Shimon, D.},
	Booktitle = {Computational Intelligence and Data Mining, 2007. CIDM 2007. IEEE Symposium on},
	Date-Added = {2012-12-30 18:21:15 +0000},
	Date-Modified = {2013-01-03 14:25:53 +0000},
	Organization = {IEEE},
	Pages = {470--476},
	Rating = {2},
	Title = {Establishing User Profiles in the MediaScout Recommender System},
	Year = {2007},
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@article{lousame2009taxonomy,
	Annote = {A historical survay.
One I should read. 

I feel like I also have this source under a different name, but with a pdf.},
	Author = {Lousame, F. and S{\'a}nchez, E.},
	Date-Added = {2012-12-30 18:20:53 +0000},
	Date-Modified = {2013-03-08 13:03:16 +0000},
	Journal = {Web Personalization in Intelligent Environments},
	Keywords = {recommender system, overview},
	Pages = {81--117},
	Publisher = {Springer},
	Rating = {4},
	Title = {A taxonomy of collaborative-based recommender systems},
	Year = {2009},
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@inproceedings{campos2010simple,
	Annote = {Descripton of experiments exploiting the temporal aspekt.

This should be helpfull.},
	Author = {Campos, P.G. and Bellog{\'\i}n, A. and D{\'\i}ez, F. and Chavarriaga, J.E.},
	Booktitle = {Proceedings of the Workshop on Context-Aware Movie Recommendation},
	Date-Added = {2012-12-30 18:20:19 +0000},
	Date-Modified = {2013-01-03 13:13:54 +0000},
	Organization = {ACM},
	Pages = {20--23},
	Rating = {4},
	Title = {Simple time-biased KNN-based recommendations},
	Year = {2010},
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@inproceedings{huang2005association,
	Abstract = {In this paper, an intelligent bird search (IBS) system for mobile devices such as PDAs, Tablet PCs and smart phones is proposed. A user-friendly interface is designed that provides bird watchers with an easy and efficient way to identify an observed bird either graphically by making selections from a specific palette of feature icons or textually by keyword query. Once the target bird is found, the system provides detailed information about the species including multimedia information such as full color bird images, textual descriptions and digital audio recordings of bird sounds. Furthermore, users can add their own content as bird notes. This system has officially been demonstrated twice to the bird watchers in the national wild bird festivals held in 2002 and 2004 in Taiwan. The first demonstration was targeted at identifying the ease with which users could use the system by looking up entries and learn the information presented. This was achieved by logging the user behaviour in log files, including what features were used for the queries and what the target birds were. A minimum spanning tree and an Apriori-like algorithm were used to analyze users' intentions and create a recommendation model for the IBS system. The recommendation model is designed from two viewpoints with the purpose to enhance the usability of the proposed IBS system. One is from the positive result and the other is from the null result. It also shows what species of wild birds are possible to flock together in the same area. During the second demonstration, the recommendation model was incorporated into the system and a post-test questionnaire was used to perform a quantitative user satisfaction survey.},
	Annote = {Not really a fit, becaue it focuses on the UI and a normal search process rather than typical recommenders.},
	Author = {Huang, Y.P. and Chuang, W.P. and Snes, FE},
	Booktitle = {Intelligent Systems and Control},
	Date-Added = {2012-12-30 18:19:36 +0000},
	Date-Modified = {2013-01-04 12:13:33 +0000},
	Organization = {ACTA Press},
	Rating = {1},
	Title = {An association rule-based engine for mobile bird searching information systems},
	Year = {2005},
	Bdsk-Url-1 = {http://www.actapress.com/Abstract.aspx?paperId=22929}}

@inproceedings{zhuhadar2010personalized,
	Annote = {Sounds interessing but also like they overdo things. Using a semantic representation for both the user and the content is definatly out of the scope of this thesis.},
	Author = {Zhuhadar, L. and Nasraoui, O.},
	Booktitle = {Web Intelligence and Intelligent Agent Technology (WI-IAT), 2010 IEEE/WIC/ACM International Conference on},
	Date-Added = {2012-12-30 18:19:21 +0000},
	Date-Modified = {2013-01-03 14:13:39 +0000},
	Organization = {IEEE},
	Pages = {200--203},
	Rating = {2},
	Title = {Personalized Search Based on a User-Centered Recommender Engine},
	Volume = {1},
	Year = {2010},
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@inproceedings{jawaheer2010comparison,
	Annote = {Musik.

Combines implicit and explicit recomendations.

READ this.},
	Author = {Jawaheer, G. and Szomszor, M. and Kostkova, P.},
	Booktitle = {Proceedings of the 1st International Workshop on Information Heterogeneity and Fusion in Recommender Systems},
	Date-Added = {2012-12-30 18:18:44 +0000},
	Date-Modified = {2013-02-16 13:37:20 +0000},
	Keywords = {implicit feedback, explicit feedback, comparison},
	Organization = {ACM},
	Pages = {47--51},
	Rating = {5},
	Title = {Comparison of implicit and explicit feedback from an online music recommendation service},
	Year = {2010},
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@inproceedings{guy2010social,
	Annote = {They use not only users and items but also assign tags to users and user thouse too.
They find, that this benefits the accuracy of recomendations.
Also they make transparent what let to an recomendation or on what it is based.
Evaluation is done using a user studie.

Notes:

Using a user studie does somewhat limit the compareability of the recomendation resutls.

More importently this is about taging user and social stuff. This is only  a little related to my work.},
	Author = {Guy, I. and Zwerdling, N. and Ronen, I. and Carmel, D. and Uziel, E.},
	Booktitle = {Proceeding of the 33rd international ACM SIGIR conference on Research and development in information retrieval},
	Date-Added = {2012-12-30 18:17:20 +0000},
	Date-Modified = {2013-01-13 14:47:22 +0000},
	Organization = {ACM},
	Pages = {194--201},
	Rating = {3},
	Title = {Social media recommendation based on people and tags},
	Year = {2010},
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@article{walker2004collaborative,
	Annote = {One of thouse overview papers. But an old one ;) .

At least skim it, but not as the first.},
	Author = {Walker, A. and Recker, M.M. and Lawless, K. and Wiley, D.},
	Date-Added = {2012-12-30 18:16:23 +0000},
	Date-Modified = {2013-01-21 17:34:42 +0000},
	Journal = {International Journal of Artificial Intelligence in Education},
	Number = {1},
	Pages = {3--28},
	Publisher = {IOS Press},
	Rating = {4},
	Title = {Collaborative information filtering: A review and an educational application},
	Volume = {14},
	Year = {2004},
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@inproceedings{abbar2009context,
	Annote = {This paper also takes the context into account when recomending items.

Interessing but probably to complicated.},
	Author = {Abbar, S. and Bouzeghoub, M. and Lopez, S.},
	Booktitle = {VLDB PersDB workshop},
	Date-Added = {2012-12-30 18:16:00 +0000},
	Date-Modified = {2013-01-04 12:07:33 +0000},
	Pages = {1--6},
	Rating = {3},
	Title = {Context-aware recommender systems: A service-oriented approach},
	Year = {2009},
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@inproceedings{zenebe2005personalized,
	Annote = {This paper is about the economic effects of recommenders in e-commerce and how they may be applyed to m-commerce.

Not related!},
	Author = {Zenebe, A. and Ozok, A. and Norcio, A.F.},
	Booktitle = {Conference on Human-Computer Interaction (HCI International)},
	Date-Added = {2012-12-30 18:14:16 +0000},
	Date-Modified = {2013-01-13 14:48:11 +0000},
	Organization = {Citeseer},
	Rating = {1},
	Title = {Personalized recommender systems in e-commerce and m-commerce: A comparative study},
	Year = {2005},
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@inproceedings{jie2009applying,
	Annote = {This paper is about a system that enables fast building of service meshups.
Thile it utelized recomender systems, thouse are not the focus.

Disgared!},
	Author = {Jie, G. and Bo, C. and Junliang, C. and Xiangtao, L.},
	Booktitle = {Global Telecommunications Conference, 2009. GLOBECOM 2009. IEEE},
	Date-Added = {2012-12-30 18:14:12 +0000},
	Date-Modified = {2013-01-13 14:47:19 +0000},
	Organization = {IEEE},
	Pages = {1--5},
	Rating = {2},
	Title = {Applying recommender system based mashup to web-telecom hybrid service creation},
	Year = {2009},
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@article{su2009survey,
	Annote = {Reads itself like THE comprehensive survey of CF techniques out there.},
	Author = {Su, X. and Khoshgoftaar, T.M.},
	Date-Added = {2012-12-30 18:13:10 +0000},
	Date-Modified = {2013-01-21 17:34:31 +0000},
	Journal = {Advances in Artificial Intelligence},
	Pages = {4},
	Publisher = {Hindawi Publishing Corp.},
	Rating = {4},
	Title = {A survey of collaborative filtering techniques},
	Volume = {2009},
	Year = {2009},
	Bdsk-File-1 = {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}}

@inproceedings{mobasher2001effective,
	Annote = {Uses association rules discovert from usage data to improve recomendations for new users.
Recomending items to inknown users is an interessing aspekt, however is may be the case that the associaction rules are not applyable to the domain of online adverticing.},
	Author = {Mobasher, B. and Dai, H. and Luo, T. and Nakagawa, M.},
	Booktitle = {Proceedings of the 3rd international workshop on Web information and data management},
	Date-Added = {2012-12-30 18:12:53 +0000},
	Date-Modified = {2013-01-13 14:46:31 +0000},
	Organization = {ACM},
	Pages = {9--15},
	Rating = {4},
	Title = {Effective personalization based on association rule discovery from web usage data},
	Year = {2001},
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@inproceedings{sugiyama2004adaptive,
	Annote = {Its about user profiling to enhance search results.

Not fitting / relevant.},
	Author = {Sugiyama, K. and Hatano, K. and Yoshikawa, M.},
	Booktitle = {Proceedings of the 13th international conference on World Wide Web},
	Date-Added = {2012-12-30 18:12:22 +0000},
	Date-Modified = {2013-01-13 14:47:01 +0000},
	Organization = {ACM},
	Pages = {675--684},
	Rating = {2},
	Title = {Adaptive web search based on user profile constructed without any effort from users},
	Year = {2004},
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@inproceedings{cosley2002referee,
	Annote = {an early test dataset / environment + example implementation

not what I am lookin for, I have my data and this is propable to old and data source focust to contain usefull information for me},
	Author = {Cosley, D. and Lawrence, S. and Pennock, D.M.},
	Booktitle = {Proceedings of the 28th international conference on Very Large Data Bases},
	Date-Added = {2012-12-30 18:06:25 +0000},
	Date-Modified = {2013-01-03 10:53:17 +0000},
	Organization = {VLDB Endowment},
	Pages = {35--46},
	Rating = {1},
	Title = {REFEREE: An open framework for practical testing of recommender systems using ResearchIndex},
	Year = {2002},
	Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGJCVYJHZlcnNpb25YJG9iamVjdHNZJGFyY2hpdmVyVCR0b3ASAAGGoKgHCBMUFRYaIVUkbnVsbNMJCgsMDxJXTlMua2V5c1pOUy5vYmplY3RzViRjbGFzc6INDoACgAOiEBGABIAFgAdccmVsYXRpdmVQYXRoWWFsaWFzRGF0YV8QOC4uLy4uL0Ryb3Bib3gvQWJzY2hsdXNzYXJiZWl0L0JpZ0RhdGEvc291cmNlcy9TMDNQMDEucGRm0hcLGBlXTlMuZGF0YU8RAbgAAAAAAbgAAgAADE1hY2ludG9zaCBIRAAAAAAAAAAAAAAAAAAAAMvPemRIKwAAAR6NRQpTMDNQMDEucGRmAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABZAtQzQZBKAAAAAAAAAAAAAIABQAACSAAAAAAAAAAAAAAAAAAAAAHc291cmNlcwAAEAAIAADLz15EAAAAEQAIAADNBjMYAAAAAQAYAR6NRQEei5IAIgJJAAX/jgAFxzEAALqoAAIAUk1hY2ludG9zaCBIRDpVc2VyczoAdmVscm9rOgBEcm9wYm94OgBBYnNjaGx1c3NhcmJlaXQ6AEJpZ0RhdGE6AHNvdXJjZXM6AFMwM1AwMS5wZGYADgAWAAoAUwAwADMAUAAwADEALgBwAGQAZgAPABoADABNAGEAYwBpAG4AdABvAHMAaAAgAEgARAASAD9Vc2Vycy92ZWxyb2svRHJvcGJveC9BYnNjaGx1c3NhcmJlaXQvQmlnRGF0YS9zb3VyY2VzL1MwM1AwMS5wZGYAABMAAS8AABUAAgAN//8AAIAG0hscHR5aJGNsYXNzbmFtZVgkY2xhc3Nlc11OU011dGFibGVEYXRhox0fIFZOU0RhdGFYTlNPYmplY3TSGxwiI1xOU0RpY3Rpb25hcnmiIiBfEA9OU0tleWVkQXJjaGl2ZXLRJidUcm9vdIABAAgAEQAaACMALQAyADcAQABGAE0AVQBgAGcAagBsAG4AcQBzAHUAdwCEAI4AyQDOANYCkgKUApkCpAKtArsCvwLGAs8C1ALhAuQC9gL5Av4AAAAAAAACAQAAAAAAAAAoAAAAAAAAAAAAAAAAAAADAA==}}

@inproceedings{fu2000mining,
	Annote = {Describes a recomender system based on association rules mining.

May be a whole different direction to making recomendations.},
	Author = {Fu, X. and Budzik, J. and Hammond, K.J.},
	Booktitle = {Proceedings of the 5th international conference on Intelligent user interfaces},
	Date-Added = {2012-12-30 18:06:09 +0000},
	Date-Modified = {2013-01-02 16:15:08 +0000},
	Organization = {ACM},
	Pages = {106--112},
	Rating = {3},
	Title = {Mining navigation history for recommendation},
	Year = {2000},
	Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGJCVYJHZlcnNpb25YJG9iamVjdHNZJGFyY2hpdmVyVCR0b3ASAAGGoKgHCBMUFRYaIVUkbnVsbNMJCgsMDxJXTlMua2V5c1pOUy5vYmplY3RzViRjbGFzc6INDoACgAOiEBGABIAFgAdccmVsYXRpdmVQYXRoWWFsaWFzRGF0YV8QQC4uLy4uL0Ryb3Bib3gvQWJzY2hsdXNzYXJiZWl0L0JpZ0RhdGEvc291cmNlcy9wYXBlcjEwMDgxICgxKS5wZGbSFwsYGVdOUy5kYXRhTxEB2AAAAAAB2AACAAAMTWFjaW50b3NoIEhEAAAAAAAAAAAAAAAAAAAAy896ZEgrAAABHo1FEnBhcGVyMTAwODEgKDEpLnBkZgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAFjQ6DNBkLLAAAAAAAAAAAAAgAFAAAJIAAAAAAAAAAAAAAAAAAAAAdzb3VyY2VzAAAQAAgAAMvPXkQAAAARAAgAAM0GNLsAAAABABgBHo1FAR6LkgAiAkkABf+OAAXHMQAAuqgAAgBaTWFjaW50b3NoIEhEOlVzZXJzOgB2ZWxyb2s6AERyb3Bib3g6AEFic2NobHVzc2FyYmVpdDoAQmlnRGF0YToAc291cmNlczoAcGFwZXIxMDA4MSAoMSkucGRmAA4AJgASAHAAYQBwAGUAcgAxADAAMAA4ADEAIAAoADEAKQAuAHAAZABmAA8AGgAMAE0AYQBjAGkAbgB0AG8AcwBoACAASABEABIAR1VzZXJzL3ZlbHJvay9Ecm9wYm94L0Fic2NobHVzc2FyYmVpdC9CaWdEYXRhL3NvdXJjZXMvcGFwZXIxMDA4MSAoMSkucGRmAAATAAEvAAAVAAIADf//AACABtIbHB0eWiRjbGFzc25hbWVYJGNsYXNzZXNdTlNNdXRhYmxlRGF0YaMdHyBWTlNEYXRhWE5TT2JqZWN00hscIiNcTlNEaWN0aW9uYXJ5oiIgXxAPTlNLZXllZEFyY2hpdmVy0SYnVHJvb3SAAQAIABEAGgAjAC0AMgA3AEAARgBNAFUAYABnAGoAbABuAHEAcwB1AHcAhACOANEA1gDeAroCvALBAswC1QLjAucC7gL3AvwDCQMMAx4DIQMmAAAAAAAAAgEAAAAAAAAAKAAAAAAAAAAAAAAAAAAAAyg=}}

@article{romero2007personalized,
	Annote = {Does not fit because of:

- different focus ( recomending links)
- sketchy english},
	Author = {Romero, C. and Ventura, S. and Delgado, J. and De Bra, P.},
	Date-Added = {2012-12-30 18:05:56 +0000},
	Date-Modified = {2013-01-03 10:47:55 +0000},
	Journal = {Creating New Learning Experiences on a Global Scale},
	Pages = {292--306},
	Publisher = {Springer},
	Rating = {2},
	Title = {Personalized links recommendation based on data mining in adaptive educational hypermedia systems},
	Year = {2007},
	Bdsk-File-1 = {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}}

@article{olsson2003bootstrapping,
	Annote = {Its a collection of 3 papers, two of wich might be of interesst.

1. is about distributing the recomendation process, by means of using agents
- probably not completely what I'm aming for but I need to take this into account!

2. bootrapping a centralized recomender system based on prior knowlage
- this may be of interesst, for all the new / anonymus users we get},
	Author = {Olsson, T.},
	Date-Added = {2012-12-30 18:05:46 +0000},
	Date-Modified = {2013-01-03 10:44:26 +0000},
	Journal = {Licentiate thesis},
	Rating = {3},
	Title = {Bootstrapping and decentralizing recommender systems},
	Volume = {6},
	Year = {2003},
	Bdsk-File-1 = {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}}

@article{adomavicius2001multidimensional,
	Annote = {Not downloadable :(!},
	Author = {Adomavicius, G. and Tuzhilin, A.},
	Date-Added = {2012-12-30 18:05:40 +0000},
	Date-Modified = {2013-01-02 16:03:38 +0000},
	Journal = {Electronic commerce},
	Pages = {180--192},
	Publisher = {Springer},
	Rating = {3},
	Title = {Multidimensional recommender systems: a data warehousing approach},
	Year = {2001}}

@article{manouselis2007analysis,
	Annote = {Comprehensive overview of multi criteria decision making systems.

Old :( (2007)},
	Author = {Manouselis, N. and Costopoulou, C.},
	Date-Added = {2012-12-30 18:05:32 +0000},
	Date-Modified = {2013-01-02 16:02:45 +0000},
	Journal = {World Wide Web},
	Number = {4},
	Pages = {415--441},
	Publisher = {Springer},
	Rating = {3},
	Title = {Analysis and classification of multi-criteria recommender systems},
	Volume = {10},
	Year = {2007},
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@inproceedings{pelleg2000x,
	Annote = {Its about clustering not recommender engines.},
	Author = {Pelleg, D. and Moore, A. and others},
	Booktitle = {Proceedings of the Seventeenth International Conference on Machine Learning},
	Date-Added = {2012-12-27 14:25:54 +0000},
	Date-Modified = {2013-01-02 15:12:52 +0000},
	Organization = {San Francisco},
	Pages = {727--734},
	Rating = {1},
	Title = {X-means: Extending k-means with efficient estimation of the number of clusters},
	Volume = {1},
	Year = {2000},
	Bdsk-File-1 = {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}}

@article{yuan2003recommendation,
	Annote = {Its about recomending ads to users!

But:
a) for mobile
b) uses neural nets},
	Author = {Yuan, S.T. and Tsao, Y.W.},
	Date-Added = {2012-12-27 14:25:07 +0000},
	Date-Modified = {2013-01-21 17:34:23 +0000},
	Journal = {Expert Systems with Applications},
	Keywords = {implicit feedback},
	Number = {4},
	Pages = {399--414},
	Publisher = {Elsevier},
	Rating = {4},
	Title = {A recommendation mechanism for contextualized mobile advertising},
	Volume = {24},
	Year = {2003},
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@article{chickering2003targeted,
	Abstract = {Companies that maintain Web sites can make considerable revenue by running advertisements, and they therefore compete to attract advertisers. The ability to deliver high click-through rates on a site can attract advertisers and, under an appropriate pricing model, can also increase revenue directly. Consequently, companies can benefit from delivery systems that display advertisements selectively to those visitors most likely to click though. To satisfy contractual obligations, however, these systems must simultaneously manage inventory. We developed a delivery system that maximizes click-through rate given inventory-management constraints in the form of advertisement quotas. The system uses predictive segments in conjunction with a linear program to perform the constrained optimization. Using a real Web site (msn.com), we demonstrated the efficacy of the system. We can generalize our system to find revenue-optimal advertisement schedules under a wide variety of pricing models.},
	Annote = {Not downloadable :(.

Its more about optimization.},
	Author = {Chickering, D.M. and Heckerman, D.},
	Date-Added = {2012-12-27 14:23:33 +0000},
	Date-Modified = {2013-01-02 15:07:07 +0000},
	Journal = {Interfaces},
	Number = {5},
	Pages = {71--77},
	Publisher = {INFORMS},
	Rating = {1},
	Title = {Targeted advertising on the Web with inventory management},
	Volume = {33},
	Year = {2003}}

@article{adomavicius2005toward,
	Annote = {Should be a nice overview.
A little old thou :( .},
	Author = {Adomavicius, G. and Tuzhilin, A.},
	Date-Added = {2012-12-27 14:18:50 +0000},
	Date-Modified = {2013-03-08 13:16:03 +0000},
	Journal = {Knowledge and Data Engineering, IEEE Transactions on},
	Keywords = {overview},
	Number = {6},
	Pages = {734--749},
	Publisher = {IEEE},
	Rating = {2},
	Title = {Toward the next generation of recommender systems: A survey of the state-of-the-art and possible extensions},
	Volume = {17},
	Year = {2005},
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@article{achbany2008tuning,
	Annote = {I don't get it :( .

Its more about a framework for 	continual exploration.},
	Author = {Achbany, Y. and Fouss, F. and Yen, L. and Pirotte, A. and Saerens, M.},
	Date-Added = {2012-12-27 14:18:00 +0000},
	Date-Modified = {2013-01-02 15:08:04 +0000},
	Journal = {Neurocomputing},
	Number = {13},
	Pages = {2507--2520},
	Publisher = {Elsevier},
	Rating = {1},
	Title = {Tuning continual exploration in reinforcement learning: An optimality property of the Boltzmann strategy},
	Volume = {71},
	Year = {2008},
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@inproceedings{konow2010recommender,
	Annote = {Similar usecase.
Should contain one or more usable aspects / literatur.},
	Author = {Konow, R. and Tan, W. and Loyola, L. and Pereira, J. and Baloian, N.},
	Booktitle = {Computer Supported Cooperative Work in Design (CSCWD), 2010 14th International Conference on},
	Date-Added = {2012-12-27 14:11:20 +0000},
	Date-Modified = {2013-01-21 17:35:35 +0000},
	Organization = {IEEE},
	Pages = {617--622},
	Rating = {4},
	Title = {Recommender System for contextual advertising in IPTV scenarios},
	Year = {2010},
	Bdsk-File-1 = {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}}

@article{fayyad1996data,
	Author = {Fayyad, U. and Piatetsky-Shapiro, G. and Smyth, P.},
	Date-Added = {2012-11-23 12:45:09 +0000},
	Date-Modified = {2013-01-02 14:55:04 +0000},
	Journal = {AI magazine},
	Number = {3},
	Pages = {37},
	Rating = {3},
	Title = {From data mining to knowledge discovery in databases},
	Volume = {17},
	Year = {1996},
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@article{various:2012uq,
	Author = {various},
	Date-Added = {2012-11-21 14:04:22 +0000},
	Date-Modified = {2013-10-02 12:53:48 +0000},
	Journal = {http://en.wikipedia.org/wiki/Machine\_learning},
	Rating = {3},
	Title = {Machine learning},
	Year = {2012},
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make.log

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2013-10-02 15:05:57 +0200 compiling ...
NOTE: You may ignore warnings about the following files:

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[][][][]$\OT1/cmtt/m/n/10 https : / / github . com / apache / mahout / blob / m
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[]\OT1/cmr/m/n/12 In the eval-u-a-tion, the  \OT1/cmtt/m/n/12 TanimotoCoefficie
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\OT1/cmtt/m/n/12 [\OMS/cmtt/m/n/12 f\OT1/cmtt/m/n/12 "item":72098,"score":0.005
5955234\OMS/cmtt/m/n/12 g\OT1/cmtt/m/n/12 ,\OMS/cmtt/m/n/12 f\OT1/cmtt/m/n/12 "
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Success!  Wrote 64 pages, 580247 bytes to thesis.pdf

thesis.tex

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%                                                                 %
%                            ROOT FILE                            %
%                                                                 %
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%
%  Run LaTeX or pdfLaTeX on this file to produce your thesis.
%  To produce the abstract title page followed by the abstract,
%  see the file abstitle-phd.tex or abstitle-mas.tex.
%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%


\documentclass[12pt]{thesis}

% Use the first command below if you want captions over 1 line indented. A side
% effect of this is to remove the use of bold for captions (thesis default).
% To restore bold, also include the second line below.
% \usepackage[hang]{caption}      % to indent subsequent lines of captions
% \renewcommand{\captionfont}{\bfseries} % bold caption (needed with caption
                                       % package to restore boldface.)
%\includeonly{rpichap1}  % use \includeonly to process only
                         % the file(s) listed inside the braces
\usepackage{listings}
\usepackage{dsfont}
\usepackage{amsmath}
\usepackage{graphicx}
\usepackage{hyperref}
\usepackage{fancyref}
\usepackage{float}

\input{custom-commands}
\input{eigennames}
\input{abbrevations}

\setstretch{1.0} % back to single line spacing

\begin{document}

\include{title}   % titlepage material for Master's thesis or project
\include{declaration-of-academic-honesty}

\input{content}
\listoffigures 

\specialhead{REFERENCES}
% \bibliographystyle{unsrt} % specify bibliography style
% \bibliographystyle{apalike}
\bibliographystyle{alpha}
\begin{singlespace}
\bibliography{big-data} % Prints the bibliography here, using "myrefs.bib"
\end{singlespace}

\input{appendices}

\end{document}

Note to myself:

Using the same label for different stuff an mess up the citations!

LaTeX Warning: Labeleq:slim' multiply defined.`

In this case.