Olson / Delen Advanced Data Mining Techniques

1. Auflage 2008
ISBN: 978-3-540-76917-0
Verlag: Springer Berlin Heidelberg
Format: PDF
Kopierschutz: 1 - PDF Watermark

E-Book, Englisch, 180 Seiten

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.

Autoren/Hrsg.

Olson, David L.

Delen, Dursun

Inhaltsverzeichnis

1;Preface;6
2;Contents;8
3;Part I INTRODUCTION;12
3.1;1 Introduction;13
3.2;2 Data Mining Process;19
4;Part II DATA MINING METHODS AS TOOLS;46
4.1;3 Memory-Based Reasoning Methods;47
4.2;4 Association Rules in Knowledge Discovery;61
4.3;5 Fuzzy Sets in Data Mining;77
4.4;6 Rough Sets;95
4.5;7 Support Vector Machines;118
4.6;8 Genetic Algorithm Support to Data Mining;131
4.7;9 Performance Evaluation for Predictive Modeling;142
5;Part III APPLICATIONS;153
5.1;10 Applications of Methods;154
6;Bibliography;171
7;Index;179