Agent Intelligence Through Data Mining

1. Auflage 2005. Corr. 2. printing. Softcover version of original hardcover Auflage 2005
ISBN: 978-1-4419-3724-7
Verlag: Springer

Buch, Englisch, Band 14, 206 Seiten, Previously published in hardcover, Format (B × H): 155 mm x 235 mm, Gewicht: 353 g

Reihe: Multiagent Systems, Artificial Societies, and Simulated Organizations

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.

Zielgruppe

Research

Autoren/Hrsg.

Mitkas, Pericles A.

Symeonidis, Andreas L.

Fachgebiete

• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz
• Mathematik | Informatik EDV | Informatik Daten / Datenbanken Data Mining

Inhaltsverzeichnis

Concepts and Techniques.- Data Mining and Knowledge Discovery: A Brief Overview.- Intelligent Agents and Multi-Agent Systems.- Methodology.- Exploiting Data Mining on Mas.- Coupling Data Mining with Intelligent Agents.- Knowledge Diffusion: Three Representative Test Cases.- Data Mining on the Application Level of a Mas.- Mining Agent Behaviors.- Mining Knowledge for Agent Communities.- Extensions….- Agent Retraining and Dynamical Improvement of Agent Intelligence.- Areas of Application & Future Directions.