Data mining : concepts, models, methods, and algorithms /

• Main Author: Kantardzic, Mehmed
• Format: eBook
• Language: English
• Published: [Piscataway, New Jersey] : Hoboken, NJ : IEEE Press ; Wiley, [2011]
• Edition: Second edition.
• Subjects: Data mining.; COMPUTERS > Database Management > Data Mining.; Electronic books.

This book reviews state-of-the-art methodologies and techniques for analyzing enormous quantities of raw data in high-dimensional data spaces, to extract new information for decision making. The goal of this book is to provide a single introductory source, organized in a systematic way, in which we...

Table of Contents:

• Data-Mining Concepts
• Preparing the Data
• Data Reduction
• Learning from Data
• Statistical Methods
• Decision Trees and Decision Rules
• Artificial Neural Networks
• Ensemble Learning
• Cluster Analysis
• Association Rules
• Web Mining and Text Mining
• Advances in Data Mining
• Genetic Algorithms
• Fuzzy sets and Fuzzy Logic
• Visualization Methods
• Appendix A
• Appendix B: Data-Mining Applications.