Autonomous intelligent systems : agents and data mining : international workshop, AIS-ADM 2005, St. Petersburg, Russia, June 6-8, 2005 : proceedings

This book constitutes the refereed proceedings of the International Workshop on Autonomous Intelligent Systems: Agents and Data Mining, AIS-ADM 2005, held in St. Petersburg, Russia in June 2005. The 17 revised full papers presented together with 5 invited papers and the abstract of an invited talk were carefully reviewed and selected from 29 submissions. The papers are organized in topical sections on agent-based data mining issues, ontologies and Web mining, and applications and case studies. Front Matter....Pages - Negotiation Technologies....Pages 1-1 Knowledge Discovery for Training Intelligent Agents: Methodology, Tools and Applications....Pages 2-18 Artificial Immune Systems—An Emergent Technology for Autonomous Intelligent Systems and Data Mining....Pages 19-36 Evolving Agents: Communication and Cognition....Pages 37-49 Agents and Data Mining: Mutual Enhancement by Integration....Pages 50-61 Soft-Device Inheritance in the Knowledge Grid....Pages 62-78 Towards the Adaptive Organization: Formation and Conservative Reconfiguration of Agents Coalitions....Pages 79-92 A Cooperative Multi-agent Data Mining Model and Its Application to Medical Data on Diabetes....Pages 93-107 Technology of Agent-Based Decision Making System Development....Pages 108-122 An Architecture for Distributed Agent-Based Data Preprocessing....Pages 123-133 Meta-reasoning Methods for Agent’s Intention Modelling....Pages 134-148 Execution Engine of Meta-learning System for KDD in Multi-agent Environment....Pages 149-160 A Methodology for Predicting Agent Behavior by the Use of Data Mining Techniques....Pages 161-174 Topic-Specific Text Filtering Based on Multiple Reducts....Pages 175-183 Parallel Algorithm for Mining Frequent Closed Sequences....Pages 184-192 Decision Trees Capacity and Probability of Misclassification....Pages 193-199 Querying Dynamic and Context-Sensitive Metadata in Semantic Web....Pages 200-214 Ontology Issue in Multi-agent Distributed Learning....Pages 215-230 Ontology-Based Users and Requests Clustering in Customer Service Management System....Pages 231-246 Multi-agent Approach for Community Clustering Based on Individual Ontology Annotations....Pages 247-262 Effective Discovery of Intrusion Protection Strategies....Pages 263-276 Integrating Knowledge Through Cooperative Negotiation – A Case Study in Bioinformatics....Pages 277-288 Data Mining Techniques for RoboCup Soccer Agents....Pages 289-301 Back Matter....Pages - Constitutes the proceedings of the International Workshop on Autonomous Intelligent Systems: Agents and Data Mining, AIS-ADM 2005, held in St Petersburg, Russia in June 2005. This book contains papers that are organized in topical sections on agent-based data mining issues, ontologies and Web mining, and applications and case studies. "This volume contains the papers presented at the International Workshop Autonomous Intelligent Systems: Agents and Data Mining (AIS-ADM 2005) held in St. Petersburg, Russia, during June 6-8, 2005." The astonishing rates at which data are generated and collected by current applications are difficult to handle even for the most powerful of data processing systems.