R and Data Mining. Examples and Case Studies

✍ Scribed by Yangchang Zhao (Eds.)

Publisher: Academic Press
Year: 2013
Tongue: English
Leaves: 232
Category: Library

No coin nor oath required. For personal study only.

✦ Table of Contents

Content:
Front Matter, Pages i-ii
Copyright, Page iv
Dedication, Page v
List of Figures, Pages xi-xiii
List of Abbreviations, Page xv
Chapter 1 - Introduction, Pages 1-4, Yangchang Zhao
Chapter 2 - Data Import and Export, Pages 5-9, Yangchang Zhao
Chapter 3 - Data Exploration, Pages 11-25, Yangchang Zhao
Chapter 4 - Decision Trees and Random Forest, Pages 27-40, Yangchang Zhao
Chapter 5 - Regression, Pages 41-50, Yangchang Zhao
Chapter 6 - Clustering, Pages 51-61, Yangchang Zhao
Chapter 7 - Outlier Detection, Pages 63-73, Yangchang Zhao
Chapter 8 - Time Series Analysis and Mining, Pages 75-87, Yangchang Zhao
Chapter 9 - Association Rules, Pages 89-103, Yangchang Zhao
Chapter 10 - Text Mining, Pages 105-122, Yangchang Zhao
Chapter 11 - Social Network Analysis, Pages 123-136, Yangchang Zhao
Chapter 12 - Case Study I: Analysis and Forecasting of House Price Indices, Pages 137-150, Yangchang Zhao
Chapter 13 - Case Study II: Customer Response Prediction and Profit Optimization, Pages 151-179, Yangchang Zhao
Chapter 14 - Case Study III: Predictive Modeling of Big Data with Limited Memory, Pages 181-211, Yangchang Zhao
Chapter 15 - Online Resources, Pages 213-219, Yangchang Zhao
R Reference Card for Data Mining, Pages 221-224
Bibliography, Pages 225-228
General Index, Pages 229-230
Package Index, Page 231
Function Index, Pages 233-234

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