Case-Based Reasoning Research and Development

2005
ISBN: 978-3-540-28174-0
Verlag: Springer-Verlag GmbH

Buch, Englisch, 656 Seiten, Format (B × H): 155 mm x 235 mm, Gewicht: 2050 g

Reihe: Lecture Notes in Artificial Intelligence

The International Conference on Case-Based Reasoning (ICCBR) is the p- eminent international meeting on case-based reasoning (CBR). ICCBR 2005 (http://www.iccbr.org/iccbr05/) was the sixth in this series of biennial - ternationalconferenceshighlightingthemostsigni?cantcontributionstothe?eld of CBR. The conference took place during August 23–26, 2005 at the downtown campus of DePaul University, in the heart of Chicago’s downtown “Loop.” P- vious ICCBR conferences were held in Trondheim, Norway (2003), Vancouver, Canada (2001), Seeon, Germany(1999), Providence,Rhode Island, USA (1997), and Sesimbra, Portugal (1995). Day 1 of ICCBR 2005 was Industry Day, which provided real-world expe- ences utilizing CBR in ?elded applications.Day 2 featuredvarious workshopson CBR in the health sciences, textual case-based reasoning, computer gaming and simulation environments,and similarities – Processes– Work?ows.Days 3 and4 comprisedpresentationsandpostersontheoreticalandappliedCBRresearch,as well as invited talks from three distinguished scholars: Derek Bridge, University College Cork, Craig Knoblock, University of Southern California, and Colleen Seifert, University of Michigan. The presentationsand posterscovereda wide rangeof CBR topics, including adaptation, applications, case base maintenance, computer games, creative r- soning, knowledge representation, interactive systems, knowledge management, knowledgeacquisition,multiagentcollaborativesystems,similarity,tutorings- tems, bioinformatics, and textual CBR.

Zielgruppe

Research

Autoren/Hrsg.

Munoz-Avila, Hector

Ricci, Francesco

Fachgebiete

• Wirtschaftswissenschaften Betriebswirtschaft Wirtschaftsinformatik, SAP, IT-Management
• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz Wissensbasierte Systeme, Expertensysteme
• Mathematik | Informatik EDV | Informatik Business Application Unternehmenssoftware SAP
• Mathematik | Informatik EDV | Informatik Informatik Logik, formale Sprachen, Automaten

Inhaltsverzeichnis

Invited Talks.- The Virtue of Reward: Performance, Reinforcement and Discovery in Case-Based Reasoning.- Learning to Optimize Plan Execution in Information Agents.- Cased-Based Reasoning by Human Experts.- Scientific Papers.- Learning to Win: Case-Based Plan Selection in a Real-Time Strategy Game.- An Ensemble of Case-Based Classifiers for High-Dimensional Biological Domains.- Language Games: Solving the Vocabulary Problem in Multi-Case-Base Reasoning.- Evaluation and Monitoring of the Air-Sea Interaction Using a CBR-Agents Approach.- A Comparative Analysis of Query Similarity Metrics for Community-Based Web Search.- A Case-Based Approach for Indoor Location.- P2P Case Retrieval with an Unspecified Ontology.- Autonomous Internal Control System for Small to Medium Firms.- The Application of a Case-Based Reasoning System to Attention-Deficit Hyperactivity Disorder.- Reasoning with Textual Cases.- Using Ensembles of Binary Case-Based Reasoners.- Transfer in Visual Case-Based Problem Solving.- Generating Estimates of Classification Confidence for a Case-Based Spam Filter.- Improving Gene Selection in Microarray Data Analysis Using Fuzzy Patterns Inside a CBR System.- CBR for State Value Function Approximation in Reinforcement Learning.- Using CBR to Select Solution Strategies in Constraint Programming.- Case-Based Art.- Supporting Conversation Variability in COBBER Using Causal Loops.- Opportunities for CBR in Learning by Doing.- Navigating Through Case Base Competence.- A Knowledge-Intensive Method for Conversational CBR.- Re-using Implicit Knowledge in Short-Term Information Profiles for Context-Sensitive Tasks.- Acquiring Similarity Cases for Classification Problems.- A Live-User Evaluation of Incremental Dynamic Critiquing.- Case Based Representation and Retrieval withTime Dependent Features.- The Best Way to Instil Confidence Is by Being Right.- Cooperative Reuse for Compositional Cases in Multi-agent Systems.- Evaluating the Effectiveness of Exploration and Accumulated Experience in Automatic Case Elicitation.- HYREC: A Hybrid Recommendation System for E-Commerce.- Extending jCOLIBRI for Textual CBR.- Critiquing with Confidence.- Mapping Goals and Kinds of Explanations to the Knowledge Containers of Case-Based Reasoning Systems.- An Approach for Temporal Case-Based Reasoning: Episode-Based Reasoning.- How to Combine CBR and RBR for Diagnosing Multiple Medical Disorder Cases.- Case-Based Student Modeling Using Concept Maps.- Learning Similarity Measures: A Formal View Based on a Generalized CBR Model.- Knowledge-Rich Similarity-Based Classification.- Autonomous Creation of New Situation Cases in Structured Continuous Domains.- Retrieval and Configuration of Life Insurance Policies.- Analogical and Case-Based Reasoning for Predicting Satellite Task Schedulability.- Case Adaptation by Segment Replanning for Case-Based Planning Systems.- Selecting the Best Units in a Fleet: Performance Prediction from Equipment Peers.- CCBR–Driven Business Process Evolution.- CBR for Modeling Complex Systems.- CBE-Conveyor: A Case-Based Reasoning System to Assist Engineers in Designing Conveyor Systems.