R and data mining : examples and case studies / Yangchang Zhao.
Material type:
TextPublication details: Amsterdam : Academic Press, c2013.Description: xiii, 234 p. : illustrations ; 24 cmISBN: - 9780123969637 (alk. paper)
- 006.312 23 Z63
| Item type | Current library | Call number | Status | Date due | Barcode | Item holds | |
|---|---|---|---|---|---|---|---|
| Books | ISI Library, Kolkata | 006.312 Z63 (Browse shelf(Opens below)) | Available | C26299 | |||
| Books | ISI Library, Kolkata | 006.312 Z63 (Browse shelf(Opens below)) | Available | 135350 |
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| 006.312 Y51 Data mining | 006.312 Z63 Spectral feature selection for data mining / | 006.312 Z63 R and data mining : | 006.312 Z63 R and data mining : | 006.312 Z63 Data mining applications with R / | 006.312068 G537 Applied data mining for business and industry | 006.32 Ab138 Pattern classification |
Includes bibliographical references and indexes.
1. Introduction--
2. Data import and export --
3. Data exploration --
4. Decision trees and random forest --
5. Regression --
6. Clustering --
7. Outlier detection --
8. Time series analysis and mining --
9. Association rules --
10. Text mining --
11. Social network analysis --
12. Case study I: Analysis and forecasting of house price indices --
13. Case study II: Customer response prediction and profit optimization --
14. Case study III: Predictive modeling of big data with limited memory --
15. Online resources--
R Reference Card for Data Mining--
Bibliography--
General Index--
Package Index--
Function Index--
Introduces researchers, post-graduate students, and analysts to data mining using R, a free software environment for statistical computing and graphics. This book provides practical methods for using R in applications from academia to industry to extract knowledge from vast amounts of data.
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