Case-Based Reasoning Research and Development: 8th International Conference on Case-Based Reasoning, ICCBR 2009 Seattle, WA, USA, July 20-23, 2009 Proceedings

ISBN-13: 9783642029974 / Angielski / Miękka / 2009 / 526 str.

Lorraine McGinty;David C. Wilson

Opis

The International Conference on Case-Based Reasoning (ICCBR) is the p- eminent international meeting on case-based reasoning (CBR). ICCBR 2009 (http: //www.iccbr.org/iccbr09/)was the eighth in this series of biennial - ternationalconferenceshighlightingthemostsigni?cantcontributionstothe?eld of CBR. The conference took place during July 20-23, 2009 in Seattle, Wa- ington, USA. Previous ICCBR conferences have been held in Belfast, Northern Ireland, UK (2007), Chicago, USA (2005), Trondheim, Norway (2003), Vanc- ver, Canada (2001), Seeon, Germany (1999), Providence, Rhode Island, USA (1997), and Sesimbra, Portugal (1995). Day1oftheconferencehostedanApplicationsTrackandintroducedthe?rst ICCBR Doctoral Consortium. The Applications Track focused on real-world- amples of the use of CBR in industrial ?elded applications and provided a co- erative forum for the cross-fertilization of ideas between academic and industry attendees. The Doctoral Consortium concentrated on providing a supportive atmosphere for early-stage CBR researchers. Participants were matched with mentors, who provided guidance on their research trajectory, as well as advice about writing and presenting their research. Day 2 featured topical workshops on "Reasoning from Experiences on the Web," "Case-BasedReasoning for Computer Games," "Uncertainty, Knowledge DiscoveryandSimilarityinCase-BasedReasoning,"and"CBRintheHealthS- ences."Inaddition, thesecondCBRComputerCookingContestwasheldfoll- ingonfromitssuccessatthe9thEuropeanConferenceonCase-BasedReasoning (ECCBR 2008) held in Trier, Germany. Students and research groups described their entries in terms of the application of case retrieval, adaptation, and com- nation methods for cooking recipes, and participated in an energeticlivedem- strative competition that was enjoyed by all attendees of the conference.

Spis treści

Invited Talks.- We’re Wiser Together.- Black Swans, Gray Cygnets and Other Rare Birds.- Theoretical/Methodological Research Papers.- Case Retrieval Reuse Net (CR2N): An Architecture for Reuse of Textual Solutions.- Case-Based Reasoning in Transfer Learning.- Toward Modeling and Teaching Legal Case-Based Adaptation with Expert Examples.- Opportunistic Adaptation Knowledge Discovery.- Improving Reinforcement Learning by Using Case Based Heuristics.- Dimensions of Case-Based Reasoner Quality Management.- Belief Merging-Based Case Combination.- Maintenance by a Committee of Experts: The MACE Approach to Case-Base Maintenance.- The Good, the Bad and the Incorrectly Classified: Profiling Cases for Case-Base Editing.- An Active Approach to Automatic Case Generation.- Four Heads Are Better than One: Combining Suggestions for Case Adaptation.- Adaptation versus Retrieval Trade-Off Revisited: An Analysis of Boundary Conditions.- Boosting CBR Agents with Genetic Algorithms.- Using Meta-reasoning to Improve the Performance of Case-Based Planning.- Multi-level Abstractions and Multi-dimensional Retrieval of Cases with Time Series Features.- On Similarity Measures Based on a Refinement Lattice.- An Overview of the Deterministic Dynamic Associative Memory (DDAM) Model for Case Representation and Retrieval.- Robust Measures of Complexity in TCBR.- S-Learning: A Model-Free, Case-Based Algorithm for Robot Learning and Control.- Quality Enhancement Based on Reinforcement Learning and Feature Weighting for a Critiquing-Based Recommender.- Abstraction in Knowledge-Rich Models for Case-Based Planning.- A Scalable Noise Reduction Technique for Large Case-Based Systems.- Conceptual Neighborhoods for Retrieval in Case-Based Reasoning.- CBR Supports Decision Analysis with Uncertainty.- Constraint-Based Case-Based Planning Using Weighted MAX-SAT.- Applied Research Papers.- A Value Supplementation Method for Case Bases with Incomplete Information.- Efficiently Implementing Episodic Memory.- Integration of a Methodology for Cluster-Based Retrieval in jColibri.- Case-Based Collective Inference for Maritime Object Classification.- Case-Based Reasoning for Situation-Aware Ambient Intelligence: A Hospital Ward Evaluation Study.- Spatial Event Prediction by Combining Value Function Approximation and Case-Based Reasoning.- Case-Based Support for Forestry Decisions: How to See the Wood from the Trees.- A Case-Based Perspective on Social Web Search.- Determining Root Causes of Drilling Problems by Combining Cases and General Knowledge.

Blurb

This book constitutes the refereed proceedings of the 8th International Conference on Case-Based Reasoning, ICCBR 2009, held in Seattle, WA, USA, in July 2009.

The 17 revised full papers and 17 revised poster papers presented together with 2 invited talks were carefully reviewed and selected from 55 submissions. Covering a wide range of CBR topics of interest both to practitioners and researchers, the papers are devoted to theoretical/methodological as well as to applicative aspects of current CBR analysis.