VU FDA

Readings & Resources

Christopher M. Bishop: Pattern Recognition and Machine Learning; Springer, 2007 - Website
Han, Kamber: Data Mining: Concepts and Techniques; Elsevier, 2012 - Website
Hastie, Tibshirani, Friedman: The Elements of Statistical Learning; Springer, 2009 - Website
James, Witten, Hastie, Tibshirani: An Introduction to Statistical Learning with Applications in R; Springer, 2015 - Website
Tan, Steinbach, Kumar: Introduction to Data Mining; Pearson, 2005 - Website

Fahrmeier, Künstler, Pigeot, Tutz: Statistik: Der Weg zur Datenanalyse; Springer, 2016 - Website
Maindonald, Braun: Data Analysis and Graphics Using R - An Example-Based Approach; Cambridge University Press, 2010 - Website
Rice: Mathematical Statistics and Data Analysis; Duxbury Advanced, 2007 - Website

Davies: Book of R - A First Course in Programming and Statistics; No Starch Press, 2016 - Website
Matloff: Art of R Programming - A Tour of Statistical Software Design; No Starch Press, 2011 - Website
Wickham: R for Data Science; O'Reilly Media, 2016 - Website
Wickham: R Packages; O'Reilly Media, 2015 - Website
Wickham: Advanced R; Chapman & Hall/CRC The R Series, 2014 - Website