E-Book, Englisch, Band 14, 206 Seiten
Reihe: Multiagent Systems, Artificial Societies, and Simulated Organizations
Symeonidis / Mitkas Agent Intelligence Through Data Mining
1. Auflage 2006
ISBN: 978-0-387-25757-0
Verlag: Springer US
Format: PDF
Kopierschutz: 1 - PDF Watermark
E-Book, Englisch, Band 14, 206 Seiten
Reihe: Multiagent Systems, Artificial Societies, and Simulated Organizations
ISBN: 978-0-387-25757-0
Verlag: Springer US
Format: PDF
Kopierschutz: 1 - PDF Watermark
This book addresses the use of data mining for smarter, more efficient agents, as well as the challenge of generating intelligence from data while transferring it to a separate, possibly autonomous, software entity. Following a brief review of data mining and agent technology fields, the book presents a methodology for developing multi-agent systems, describes available open-source tools, and demonstrates the application of the methodology on three different cases.
Autoren/Hrsg.
Weitere Infos & Material
1;Contents;7
2;List of Figures;13
3;List of Tables;17
4;Foreword;19
5;Preface;21
6;Acknowledgments;24
7;Part I CONCEPTS AND TECHNIQUES;26
7.1;Chapter 1 INTRODUCTION;27
7.2;Chapter 2 DATA MINING AND KNOWLEDGE DISCOVERY: A BRIEF OVERVIEW;35
7.3;Chapter 3 INTELLIGENT AGENTS AND MULTI- AGENT SYSTEMS;65
8;PART II METHODOLOGY;81
8.1;Chapter 4 EXPLOITING DATA MINING ON MAS;83
8.2;Chapter 5 COUPLING DATA MINING WITH INTELLIGENT AGENTS;95
9;Part III KNOWLEDGE DIFFUSION: THREE REPRESENTATIVE TEST CASES;116
9.1;Chapter 6 DATA MINING ON THE APPLICATION LEVEL OF A MAS;117
9.2;Chapter 7 MINING AGENT BEHAVIORS;139
9.3;Chapter 8 MINING KNOWLEDGE FOR AGENT COMMUNITIES;159
10;PART IV EXTENSIONS..;186
10.1;Chapter 9 AGENT RETRAINING AND DYNAMICAL IMPROVEMENT OF AGENT INTELLIGENCE;187
10.2;Chapter 10 AREAS OF APPLICATION & FUTURE DIRECTIONS;201
11;References;213
12;Index;223
13;About the Authors;225
