-
RWeka: wrapper for Weka, they provide convenience functions for some of weka's classifiers/regressors, e.g. J48. The others have a more complex procedure to make the call. http://cran.r-project.org/web/packages/RWeka
-
caret: wrapper for many classifiers and predictors. One can also create a wrapper for a custom classifier. Their [r-forge website]http://caret.r-forge.r-project.org/] is a nice place to start, there is also a slideshow tutorial by Max Kuhn and even a book (which I haven't read BTW).
-
C50: The C5.0 tree classifier (not sure which advantages it has over C4.5) http://cran.r-project.org/web/packages/C50/C50.pdf
- Descriptions and myths: http://yatani.jp/HCIstats/NHST
- Statistical significance
- Marginal significance: http://andrewgelman.com/2013/11/06/marginally-significant/
- Gelman: p-values and multiple comparisons http://www.slate.com/articles/health_and_science/science/2013/07/statistics_and_psychology_multiple_comparisons_give_spurious_results.single.html
- Gelman: vs. Bayesian inference http://andrewgelman.com/2013/10/29/talk-amsterdam-tomorrow-wed-29-oct-can-use-bayesian-methods-resolve-current-crisis-statistically-significant-research-findings-dont-hold/
- Gelman. (2013) The problem with p-values is how they're used. http://www.stat.columbia.edu/~gelman/research/published/murtaugh2.pdf
- (note that Gelman says that the same problem can be found on the usage of AIC and CIs). Some background on this article can be found in this blog post
- Dance of the p-values https://www.youtube.com/watch?v=ez4DgdurRPg
Package | Ordinal | Multinomial | Partial proportional odds | Scale Effects | Random Effects |
---|---|---|---|---|---|
nnet | no | multinom |
N/A | N/A | No |
MASS | polr |
No | No | No | No |
ordinal | clm /clm2 |
all X's in nominal (may not converge) |
offending X's in nominal |
via scale |
clmm /clmm2 |
VGAM | yes | ? | ? | ? | No |
MCMCglmm | yes | ? | ? | ? | ? |
Mixcat | yes | ? | ? | npmlt |
|
mlogit | ? | mlogit |
N/A | N/ |
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# t-test | |
## t(df) = t.comp, p < alpha | |
## Compare computed t to tabulated t | |
qt(1-alpha, df) < t.comp | |
# F-test | |
## F(df1, df2) = f.comp, p < alpha | |
## Compare computed f to tabulated f | |
qf(1-alpha, df1, df2) < f.comp |
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#!/usr/bin/env ruby | |
ARGV.each do|arg| | |
`wget https://github.com/textmate/#{arg}.tmbundle/archive/master.zip -O #{arg}.tmbundle.zip` | |
`unzip #{arg}.tmbundle.zip` | |
`mv #{arg}.tmbundle-master ~/Library/Application\\ Support/TextMate/Managed/Bundles/#{arg}.tmbundle` | |
`rm #{arg}.tmbundle.zip` | |
end |
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function wLoad() | |
{ | |
/*Calculate the svg bounds in client terms once the window is loaded*/ | |
svgCBound = backRect.getBoundingClientRect(); | |
/*Go to the question start so that less whitespace is shown, in case of small resolutions*/ | |
location.href = "#questStart"; | |
/*Play the animation*/ | |
replay(); | |
} | |
function checkBounds() |
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#!/bin/bash | |
# Install homebrew (taken from http://brew.sh/) | |
ruby -e "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/master/install)" | |
# Add brew to your path | |
echo "# Prepend homebrew bins to your PATH" >> ~/.bash_profile | |
echo "export PATH=/usr/local/sbin:/usr/local/bin:/usr/local/Library/Contributions/examples:$PATH" >> ~/.bash_profile | |
# Tap casallas/vr |
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# The python built-in option py_compile | |
python -m py_compile *.py | |
# Check for errors in python files | |
pylint -E *.py | |
# Check for warnings, but still ignore some aesthetic ones | |
pylint --include-ids=y -d W0312 -d C0103 -d C0111 -d C0301 -d C0324 -d W0614 -d W0401 *.py |
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WereMac:Formula juan$ brew install -v autogen | |
==> Downloading http://ftpmirror.gnu.org/autogen/rel5.14/autogen-5.14.tar.gz | |
File already downloaded in /Users/juan/Library/Caches/Homebrew | |
/usr/bin/tar xf /Users/juan/Library/Caches/Homebrew/autogen-5.14.tar.gz | |
==> ./configure --disable-debug --disable-dependency-tracking --prefix=/usr/local/Cellar/autogen/5.14 | |
./configure --disable-debug --disable-dependency-tracking --prefix=/usr/local/Cellar/autogen/5.14 | |
checking build system type... x86_64-apple-darwin10.8.0 | |
checking host system type... x86_64-apple-darwin10.8.0 | |
checking target system type... x86_64-apple-darwin10.8.0 | |
*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-* |