This book constitutes the refereed proceedings of the 5th International Conference on Case-Based Reasoning, ICCBR 2003, held in Trondheim, Norway, in June 2003.
The 51 revised full papers presented were carefully reviewed and selected from 92 submissions. All current aspects of CBR are addressed including case representation, similarity retrieval, adaptation, case library maintenance, multi-agent collaborative systems, data mining, soft computing, recommender systems, knowledge management, legal reasoning, software reuse, and music.
Author(s): David B. Leake (auth.), Kevin D. Ashley, Derek G. Bridge (eds.)
Series: Lecture Notes in Computer Science 2689 : Lecture Notes in Artificial Intelligence
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2003
Language: English
Pages: 734
Tags: Artificial Intelligence (incl. Robotics); Mathematical Logic and Formal Languages; Computer Appl. in Administrative Data Processing; Computer Appl. in Social and Behavioral Sciences; Operations Research/Decision Theory
Human-Centered CBR: Integrating Case-Based Reasoning with Knowledge Construction and Extension....Pages 1-1
On the Role of the Cases in Case-Based Planning....Pages 2-3
From Manual Knowledge Engineering to Bootstrapping: Progress in Information Extraction and NLP....Pages 4-4
SOFT-CBR: A Self-Optimizing Fuzzy Tool for Case-Based Reasoning....Pages 5-19
Extracting Performers’ Behaviors to Annotate Cases in a CBR System for Musical Tempo Transformations....Pages 20-34
Case-Based Ranking for Decision Support Systems....Pages 35-49
Analogical Reasoning for Reuse of Object-Oriented Specifications....Pages 50-64
Combining Case-Based and Model-Based Reasoning for Predicting the Outcome of Legal Cases....Pages 65-79
Measuring the Similarity of Labeled Graphs....Pages 80-95
Global Grade Selector: A Recommender System for Supporting the Sale of Plastic Resin....Pages 96-106
Maximum Likelihood Hebbian Learning Based Retrieval Method for CBR Systems....Pages 107-121
An Evaluation of the Usefulness of Case-Based Explanation....Pages 122-130
Adaptation Guided Retrieval Based on Formal Concept Analysis....Pages 131-145
Club ♣ (Trèfle): A Use Trace Model....Pages 146-160
Case-Based Plan Recognition in Computer Games....Pages 161-170
Solution Verification in Software Design: A CBR Approach....Pages 171-185
Evaluation of Case-Based Maintenance Strategies in Software Design....Pages 186-200
Optimal Case-Based Refinement of Adaptation Rule Bases for Engineering Design....Pages 201-215
Detecting Outliers Using Rule-Based Modeling for Improving CBR-Based Software Quality Classification Models....Pages 216-230
An Empirical Analysis of Linear Adaptation Techniques for Case-Based Prediction....Pages 231-245
A Framework for Historical Case-Based Reasoning....Pages 246-260
An Investigation of Generalized Cases....Pages 261-275
On the Role of Diversity in Conversational Recommender Systems....Pages 276-290
Similarity and Compromise....Pages 291-305
The General Motors Variation-Reduction Adviser: Evolution of a CBR System....Pages 306-318
Diversity-Conscious Retrieval from Generalized Cases: A Branch and Bound Algorithm....Pages 319-331
Assessing Elaborated Hypotheses: An Interpretive Case-Based Reasoning Approach....Pages 332-346
Soft Interchangeability for Case Adaptation....Pages 347-361
Supporting the IT Security of eServices with CBR-Based Experience Management....Pages 362-376
Improving Similarity Assessment with Entropy-Based Local Weighting....Pages 377-391
Collaborative Case Retention Strategies for CBR Agents....Pages 392-406
Efficient Real Time Maintenance of Retrieval Knowledge in Case-Based Reasoning....Pages 407-421
Incremental Learning of Retrieval Knowledge in a Case-Based Reasoning System....Pages 422-436
Case Base Management for Analog Circuits Diagnosis Improvement....Pages 437-451
Empirical Analysis of Case-Based Reasoning and Other Prediction Methods in a Social Science Domain: Repeat Criminal Victimization....Pages 452-464
A Hybrid System with Multivariate Data Validation and Case Base Reasoning for an Efficient and Realistic Product Formulation....Pages 465-478
Product Recommendation with Interactive Query Management and Twofold Similarity....Pages 479-493
Unifying Weighting and Case Reduction Methods Based on Rough Sets to Improve Retrieval....Pages 494-508
A Knowledge Representation Format for Virtual IP Marketplaces....Pages 509-521
Managing Experience for Process Improvement in Manufacturing....Pages 522-536
Using Evolution Programs to Learn Local Similarity Measures....Pages 537-551
Playing Mozart Phrase by Phrase....Pages 552-566
Using Genetic Algorithms to Discover Selection Criteria for Contradictory Solutions Retrieved by CBR....Pages 567-580
Using Case-Based Reasoning to Overcome High Computing Cost Interactive Simulations....Pages 581-594
Predicting Software Development Project Outcomes....Pages 595-609
An SQL-Based Approach to Similarity Assessment within a Relational Database....Pages 610-621
Knowledge Capture and Reuse for Geo-spatial Imagery Tasks....Pages 622-636
Index Driven Selective Sampling for CBR....Pages 637-651
Case Base Reduction Using Solution-Space Metrics....Pages 652-664
CBM-Gen+: An Algorithm for Reducing Case Base Inconsistencies in Hierarchical and Incomplete Domains....Pages 665-678
Maintaining Consistency in Project Planning Reuse....Pages 679-690
Case Mining from Large Databases....Pages 691-702
Case Base Maintenance for Improving Prediction Quality....Pages 703-717
Context-Awareness in User Modelling: Requirements Analysis for a Case-Based Reasoning Application....Pages 718-732
