Advanced Data Mining Techniques / Edition 1

Advanced Data Mining Techniques / Edition 1

by David L. Olson, Dursun Delen
     
 

ISBN-10: 3540769161

ISBN-13: 9783540769163

Pub. Date: 01/21/2008

Publisher: Springer Berlin Heidelberg

This book covers the fundamental concepts of data mining, to demonstrate the potential of gathering large sets of data, and analyzing these data sets to gain useful business understanding. The book is organized in three parts. Part I introduces concepts. Part II describes and demonstrates basic data mining algorithms. It also contains chapters on a number of

Overview

This book covers the fundamental concepts of data mining, to demonstrate the potential of gathering large sets of data, and analyzing these data sets to gain useful business understanding. The book is organized in three parts. Part I introduces concepts. Part II describes and demonstrates basic data mining algorithms. It also contains chapters on a number of different techniques often used in data mining. Part III focuses on business applications of data mining.

Product Details

ISBN-13:
9783540769163
Publisher:
Springer Berlin Heidelberg
Publication date:
01/21/2008
Edition description:
2008
Pages:
180
Product dimensions:
6.10(w) x 9.25(h) x 0.02(d)

Table of Contents

Data Mining Process.- Data Mining Methods As Tools.- Memory-Based Reasoning Methods.- Association Rules in Knowledge Discovery.- Fuzzy Sets in Data Mining.- Rough Sets.- Support Vector Machines.- Genetic Algorithm Support to Data Mining.- Performance Evaluation for Predictive Modeling.- Applications.- Applications of Methods.

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