learning predictive analytics with r - packt publishing · pdf filelearning predictive...
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Learning Predictive Analyticswith R
Preface:
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Chapter 1: Setting GNU R for Predictive Analytics
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Chapter 2: Visualizing and Manipulating Data Using R
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Chapter 3: Data Visualization with Lattice
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Chapter 4: Cluster Analysis
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Chapter 5: Agglomerative Clustering Using hclust()
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Chapter 6: Dimensionality Reduction with Principal Component Analysis
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Chapter 7: Exploring Association Rules with Apriori
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Chapter 8: Probability Distributions, Covariance, and Correlation
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Chapter 9: Linear Regression
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Chapter 10: Classification with k-Nearest Neighborsand Naïve Bayes
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Chapter 11: Classification Trees
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Chapter 12: Multilevel Analyses
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Chapter 13: Text Analytics with R
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Chapter 14: Cross-validation and Bootstrapping using Caret and Exporting Predictive Models Using PMML
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