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\DeclareRobustCommand{\tblcap}[2]{% | |
\caption[\ifthenelse{\equal{#2}{cv}}{Cross-validation}{Final} learning results (without feature selection)]{Results of regression and classification \ifthenelse{\equal{#1}{fs}}{after}{without} feature selection, \ifthenelse{\equal{#2}{cv}}{in cross validation}{on the entire training set and held-out test set}, with summary statistics. \ifthenelse{\equal{#2}{cv}}{All metrics shown are averaged over cross-validation splits. }For the regression tasks, we calculate the correlation between desired and actual output, slope of the trend-line, $p$-value, $R^2$, and \ac{RMSE}, while classification accuracy, $p$-value with respect to a dummy classifier, precision, recall, and \ac{MAE} are shown for the the classification tasks. Bolded rows show the best-performing models. This table corresponds to \cref{fig:properties_#1_#2train,fig:properties_#1_#2test,fig:ratings_#1_#2train,fig:ratings_#1_#2test}.}% | |
} | |
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$ wc -l data/kth-tips-2b/*.txt | |
3564 data/kth-tips-2b/test1.txt | |
3564 data/kth-tips-2b/test2.txt 3564 data/kth-tips-2b/test3.txt | |
3564 data/kth-tips-2b/test4.txt | |
1188 data/kth-tips-2b/train1.txt 1188 data/kth-tips-2b/train2.txt | |
1188 data/kth-tips-2b/train3.txt | |
1188 data/kth-tips-2b/train4.txt |
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category 0 1 2 3 test | |
------------- --- --- --- --- ------ | |
wood 8 8 7 7 7 | |
stone 3 3 2 2 1 | |
fabric 11 10 9 10 9 | |
polishedstone 3 3 2 4 2 | |
leather 3 3 1 1 1 | |
ceramic 1 0 0 0 0 | |
metal 3 3 2 3 1 | |
plastic 8 6 5 5 3 |
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N = sum(map(len, cats.values())) | |
splits = map(lambda (tr,te): te, StratifiedKFold(n_splits=5, shuffle=True).split(np.zeros(N), reduce(lambda a,b: a+b, map(lambda (c,s): [c]*len(s), cats.items())))) | |
stats = {'train': dict(), 'test': dict()} | |
for cat, surfs in cats.items(): | |
print cat | |
for i, (row, props, rates) in enumerate(surfs): | |
for s in range(4): | |
if i in splits[s]: | |
mode = 0 # train | |
fold = s |
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[package] | |
name = "a" | |
version = "0.1.0" | |
authors = ["Alex Burka <[email protected]>"] | |
[dependencies] | |
static-cond = "*" | |
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\documentclass[11pt]{report} | |
\usepackage[withpage, printonlyused]{acronym} | |
\usepackage{subcaption} | |
\begin{document} | |
\ac{FYI}. | |
\begin{figure} | |
\caption{\ac{TLA}} |
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\newcommand*\@verridelabel[1]{% | |
\@bsphack | |
\protected@write\@auxout{}{\string\AC@undonewlabel{#1}}% | |
\protect\label{#1}% | |
\AC@overriddenmessage rs{#1}% | |
\@esphack | |
}% |
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\relax | |
\AC@reset@newl@bel | |
\providecommand\hyper@newdestlabel[2]{} | |
\providecommand\HyperFirstAtBeginDocument{\AtBeginDocument} | |
\HyperFirstAtBeginDocument{\ifx\hyper@anchor\@undefined | |
\global\let\oldcontentsline\contentsline | |
\gdef\contentsline#1#2#3#4{\oldcontentsline{#1}{#2}{#3}} | |
\global\let\oldnewlabel\newlabel | |
\gdef\newlabel#1#2{\newlabelxx{#1}#2} | |
\gdef\newlabelxx#1#2#3#4#5#6{\oldnewlabel{#1}{{#2}{#3}}} |
This file has been truncated, but you can view the full file.
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This is pdfTeX, Version 3.14159265-2.6-1.40.18 (TeX Live 2017) (preloaded format=pdflatex 2017.5.23) 26 APR 2018 18:01 | |
entering extended mode | |
\write18 enabled. | |
file:line:error style messages enabled. | |
%&-line parsing enabled. | |
**hardware.tex | |
(./hardware.tex | |
LaTeX2e <2017-04-15> | |
Babel <3.10> and hyphenation patterns for 84 language(s) loaded. | |
(/usr/local/texlive/2017/texmf-dist/tex/latex/subfiles/subfiles.cls |
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\traceon | |
\begin{figure}[p] | |
\centering | |
\includecropped[width=.5\figscale]{img/stb_pcb} | |
\caption[Two-layer PCB layout]{Two-layer \ac{PCB} layout. This \ac{PCB} includes the circuits diagrammed in \cref{fig:stb_power,fig:stb_teensy,fig:stb_mini40,fig:stb_analog}. The \miniforty{} plugs into the parallel connector at the top, while the other sensors are connected to the ports arrayed around the lower right of the board. Power is supplied through a jack in the upper left. The Teensy, which controls everything, plugs into the pins in the middle left, just above the status \acp{LED}.} | |
\label{fig:stb_pcb} | |
\end{figure} | |
\traceoff |