Learning Predictive Analyticswith R

Preface:

Chapter 1: Setting GNU R for Predictive Analytics

Chapter 2: Visualizing and Manipulating Data Using R

Chapter 3: Data Visualization with Lattice

Chapter 4: Cluster Analysis

Chapter 5: Agglomerative Clustering Using hclust()

Chapter 6: Dimensionality Reduction with Principal Component Analysis

Chapter 7: Exploring Association Rules with Apriori

Chapter 8: Probability Distributions, Covariance, and Correlation

Chapter 9: Linear Regression

Chapter 10: Classification with k-Nearest Neighborsand Naïve Bayes

Chapter 11: Classification Trees

Chapter 12: Multilevel Analyses

Chapter 13: Text Analytics with R

Chapter 14: Cross-validation and Bootstrapping using Caret and Exporting Predictive Models Using PMML