Case-Based Reasoning Research and Development

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Author: Hector Munoz-Avila

ISBN-10: 3540281746

ISBN-13: 9783540281740

Category: Reasoning / Cognition

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This book constitutes the refereed proceedings of the 6th International Conference on Case-Based Reasoning, ICCBR 2005, held in Chicago, IL, USA, in August 2005.The 19 revised full research papers and 26 revised poster papers presented together with the abstracts of 3 invited talks were carefully reviewed and selected from 74 submissions. The papers address all current foundational, theoretical and research aspects of case-based reasoning as well as advanced applications either with innovative commercial deployment or practical, social, environmental or economic significance.

The virtue of reward : performance, reinforcement and discovery in case-based reasoning1Learning to optimize plan execution in information agents2Cased-based reasoning by human experts4Learning to win : case-based plan selection in a real-time strategy game5An ensemble of case-based classifiers for high-dimensional biological domains21Language games : solving the vocabulary problem in multi-case-base reasoning35Evaluation and monitoring of the air-sea interaction using a CBR-agents approach50A comparative analysis of query similarity metrics for community-based Web search63A case-based approach for indoor location78P2P case retrieval with an unspecified ontology91Autonomous internal control system for small to medium firms106The application of a case-based reasoning system to attention-deficit hyperactivity disorder122Reasoning with textual cases137Using ensembles of binary case-based reasoners152Transfer in visual case-based problem solving163Generating estimates of classification confidence for a case-based spam filter177Improving gene selection in microarray data analysis using fuzzy patterns inside a CBR system191CBR for state value function approximation in reinforcement learning206Using CBR to select solution strategies in constraint programming222Case-based art237Supporting conversation variability in COBBER using causal loops252Opportunities for CBR in learning by doing267Navigating through case base competence282A knowledge-intensive method for conversational CBR296Re-using implicit knowledge in short-term information profiles for context-sensitive tasks312Acquiring similarity cases for classification problems327A live-user evaluation of incremental dynamic critiquing339Case based representation and retrieval with time dependent features353The best way to instil confidence is by being right368Cooperative reuse for compositional cases in multi-agent systems382Evaluating the effectiveness of exploration and accumulated experience in automatic case elicitation397HYREC : a hybrid recommendation system for e-commerce408Extending jCOLIBRI for textual CBR421Critiquing with confidence436Mapping goals and kinds of explanations to the knowledge containers of case-based reasoning systems451An approach for temporal case-based reasoning : episode-based reasoning465How to combine CBR and RBR for diagnosing multiple medical disorder cases477Case-based student modeling using concept maps492Learning similarity measures : a formal view based on a generalized CBR model507Knowledge-rich similarity-based classification522Autonomous creation of new situation cases in structured continuous domains537Retrieval and configuration of life insurance policies552Analogical and case-based reasoning for predicting satellite task schedulability566Case adaptation by segment replanning for case-based planning systems579Selecting the best units in a fleet : performance prediction from equipment peers595CCBR-driven business process evolution610CBR for modeling complex systems625CBE-conveyor : a case-based reasoning system to assist engineers in designing conveyor systems640