Chapter 10 – Classification and Clustering

The loaded R package versions (in the order mentioned in the chapter):

• NbClust 3.0 (CRAN)
• cluster 2.0.1 (CRAN)
• poLCA 1.4.1 (CRAN)
• MASS 7.3-40 (CRAN)
• nnet 7.3-9 (CRAN)
• dplyr 0.4.1 (CRAN)
• class 7.3-12 (CRAN)
• rpart 4.1-9 (CRAN)
• rpart.plot 1.5.2 (CRAN)
• partykit 1.0-1 (CRAN)
• party 1.0-2- (CRAN)
• randomForest 4.6-10 (CRAN)
• caret 6.0-47 (CRAN)
• C50 0.1.0-24 (CRAN)

Further R packages:

• glmnet 2.0-2 (CRAN)
• gbm 2.1.1 (CRAN)
• xgboost 0.4-2 (CRAN)
• h2o 3.0.0.30 (CRAN)

Further reading:

• The Elements of Statistical Learning. Data Mining, Inference, and Prediction, Springer by Trevor Hastie, Robert Tibshirani, Jerome Friedman in 2009 at http://statweb.stanford.edu/~tibs/ElemStatLearn/
• An Introduction to Statistical Learning, Springer by Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani in 2013 at http://www-bcf.usc.edu/~gareth/ISL/
• R and Data Mining: Examples and Case Studies by Yanchang Zhao at http://www.rdatamining.com/docs/r-and-data-mining-examples-and-case-studies...