Mastering Data Analysis with R

Chapter 8 – Polishing Data

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

• hflights 0.1 (CRAN)
• rapportools 1.0 (CRAN)
• Defaults 1.1-1 (CRAN)
• microbenchmark 1.4-2 (CRAN)
• Hmisc 3.16-0 (CRAN)
• missForest 1.4 (CRAN)
• outliers 0.14 (CRAN)
• lattice 0.20-31 (CRAN)
• MASS 7.3-40 (CRAN)

Further R packages:

• imputeR 1.0.0 (CRAN)
• VIM 4.1.0 (CRAN)
• mvoutlier 2.0.6 (CRAN)
• randomForest 4.6-10 (CRAN)
• AnomalyDetection 1.0 (GitHub @ c78f0df02a8e34e37701243faf79a6c00120e797)

Further reading:

• Inference and Missing Data, Biometrika 63(3), 581-592, Donald B. Rubin in 1976
• Statistical Analysis with Missing Data, Wiley Roderick, J. A. Little in 2002
• Flexible Imputation of Missing Data, CRC, Stef van Buuren in 2012
• Robust Statistical Methods CRAN Task View, Martin Maechler ...