Data mining : concepts, models, methods, and algorithms / Mehmed Kantardzic.

Author/creator Kantardzic, Mehmed
Other author Wiley InterScience (Online service)
Format Electronic
Edition2nd ed.
Publication InfoHoboken, NJ : Wiley-IEEE Press, ℗♭2011.
Description1 online resource (xvii, 534 pages)
Supplemental ContentAn electronic book accessible through the World Wide Web; click for information
Subjects

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.
Abstract 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 could direct the readers in analysis of large data sets, through the explanation of basic concepts, models and methodologies developed in recent decades.
Bibliography noteIncludes bibliographical references and index.
Issued in other formPrint version: Data Mining. Wiley-IEEE Press 2011 9786613239747
Genre/formElectronic resource.
ISBN9781118029145 (electronic bk.)
ISBN1118029143 (electronic bk.)
ISBN9781118029121 (electronic bk.)
ISBN1118029127 (electronic bk.)
Stock number10.1002/9781118029145 Wiley InterScience http://www3.interscience.wiley.com

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