R で機械学習の編集

COLOR(red){SIZE(30){Rで機械学習}}

*教師あり学習 [#h8a3f92f]
**サポートベクターマシン [#a5271bd2]

**ブースティング [#tcc334ce]
-mboost
--[[Model-based Boosting in R - A Hands-on Tutorial Using the R Package mboost:http://cran.r-project.org/web/packages/mboost/vignettes/mboost_tutorial.pdf]]

*教師なし学習 [#t7ed40d2]

*レコメンド [#dc6d72a5]
-[[recommenderlab:https://r-forge.r-project.org/projects/recommenderlab/]]
--[[How can R and Mahout be used together?:http://www.quora.com/How-can-R-and-Mahout-be-used-together]]

*Deep Learning（深層学習） [#w81b39f1]
-[[Rで Deep Learning]]

*書籍 [#cb468bc5]
-[[Machine Learning for Hackers:http://shop.oreilly.com/product/0636920018483.do]] O'Reilly, 2012/02.
-[[（翻訳）入門機械学習:https://ssl.ohmsha.co.jp/cgi-bin/menu.cgi?ISBN=978-4-87311-594-8]] Ohmsha, 2012/12.
--[[code:https://github.com/johnmyleswhite/ML_for_Hackers]]
-[[The Elements of Statistical Learning:Data Mining, Inference, and Prediction.
Second Edition:http://www-stat.stanford.edu/~tibs/ElemStatLearn/]] Springer, 2009/02.
-[[Machine Learning with R:http://www.packtpub.com/machine-learning-with-r/book]] , 2013/10
-[[An Introduction to Statistical Learning: with Applications in R:http://www-bcf.usc.edu/~gareth/ISL/]], 2014/08

*関連サイト [#z9fc5af0]
-[[「きかいがくしゅう！」@Tsukuba.r:http://gihyo.jp/news/report/2010/05/1701?page=3]]　発表用スライド
-[[High-Dimensional Microarray Data Sets in R for Machine Learning:http://ramhiser.com/blog/2012/12/29/high-dimensional-microarray-data-sets-in-r-for-machine-learning/]]

-[[Benchmarking Machine Learning Models Using Simulation:http://appliedpredictivemodeling.com/blog/2013/4/11/a-classification-simulation-system]]

-[[Incomplete Data by Design: Bringing Machine Learning to Marketing Research:http://www.r-bloggers.com/incomplete-data-by-design-bringing-machine-learning-to-marketing-research/]]

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