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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