R and data mining : examples and case studies /
Yanchang Zhao.
- First edition.
- xiii, 234 pages : illustrations (same color). 24 cm.
includes index
Includes bibliographical references and indexes.
Data import and export -- Data exploration -- Decision trees and random forest -- Regression -- Clustering -- Outlier detection -- Time series analysis and mining -- Association rules -- Text mining -- Social network analysis -- Case study 1. Analysis and forecasting of house price indices -- Case study 2. Customer response prediction and profit optimization -- Case study 3. Predictive modeling of big data with limited memory -- Online resources.