Agents and Data Mining Interaction: 4th International Workshop, ADMI 2009, Budapest, Hungary, May 10-15,2009, Revised Selected Papers

Description

This book constitutes the thoroughly refereed post-conference proceedings of the 4th International Workshop on Agents and Data Mining Interaction, ADMI 2009, held in Budapest, Hungary in May 10-15, 2009 as an associated event of AAMAS 2009, the 8th International Joint Conference on Autonomous Agents and Multiagent Systems. The 12 revised papers and 2 invited talks presented were carefully reviewed and selected from numerous submissions. Organized in topical sections on agent-driven data mining, data mining driven agents, and agent mining applications, the papers show the exploiting of agent-driven data mining and the resolving of critical data mining problems in theory and practice; how to improve data mining-driven agents, and how data mining can strengthen agent intelligence in research and practical applications. Subjects that are also addressed are exploring the integration of agents and data mining towards a super-intelligent information processing and systems, and identifying challenges and directions for future research on the synergy between agents and data mining. Front Matter....Pages - Front Matter....Pages 1-1 Agents and Data Mining in Bioinformatics: Joining Data Gathering and Automatic Annotation with Classification and Distributed Clustering....Pages 3-20 Knowledge-Based Reinforcement Learning for Data Mining....Pages 21-22 Ubiquitous Intelligence in Agent Mining....Pages 23-35 Agents Based Data Mining and Decision Support System....Pages 36-49 Front Matter....Pages 51-51 Agent-Enriched Data Mining Using an Extendable Framework....Pages 53-68 Auto-Clustering Using Particle Swarm Optimization and Bacterial Foraging....Pages 69-83 A Self-Organized Multiagent System for Intrusion Detection....Pages 84-94 Towards Cooperative Predictive Data Mining in Competitive Environments....Pages 95-108 Front Matter....Pages 109-109 Improving Agent Bidding in Power Stock Markets through a Data Mining Enhanced Agent Platform....Pages 111-125 Enhancing Agent Intelligence through Data Mining: A Power Plant Case Study....Pages 126-138 A Sequence Mining Method to Predict the Bidding Strategy of Trading Agents....Pages 139-151 Front Matter....Pages 153-153 Agent Assignment for Process Management: Pattern Based Agent Performance Evaluation....Pages 155-169 Concept Learning for Achieving Personalized Ontologies: An Active Learning Approach....Pages 170-182 The Complex Dynamics of Sponsored Search Markets....Pages 183-198 Back Matter....Pages -