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.
Author(s): Susan Craw (auth.), Lorraine McGinty, David C. Wilson (eds.)
Series: Lecture Notes in Computer Science 5650 : Lecture Notes in Artificial Intelligence
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2009
Language: English
Pages: 526
Tags: Artificial Intelligence (incl. Robotics); Mathematical Logic and Formal Languages; Business Information Systems
Front Matter....Pages -
We’re Wiser Together....Pages 1-5
Black Swans, Gray Cygnets and Other Rare Birds....Pages 6-13
Case Retrieval Reuse Net (CR2N): An Architecture for Reuse of Textual Solutions....Pages 14-28
Case-Based Reasoning in Transfer Learning....Pages 29-44
Toward Modeling and Teaching Legal Case-Based Adaptation with Expert Examples....Pages 45-59
Opportunistic Adaptation Knowledge Discovery....Pages 60-74
Improving Reinforcement Learning by Using Case Based Heuristics....Pages 75-89
Dimensions of Case-Based Reasoner Quality Management....Pages 90-104
Belief Merging-Based Case Combination....Pages 105-119
Maintenance by a Committee of Experts: The MACE Approach to Case-Base Maintenance....Pages 120-134
The Good, the Bad and the Incorrectly Classified: Profiling Cases for Case-Base Editing....Pages 135-149
An Active Approach to Automatic Case Generation....Pages 150-164
Four Heads Are Better than One: Combining Suggestions for Case Adaptation....Pages 165-179
Adaptation versus Retrieval Trade-Off Revisited: An Analysis of Boundary Conditions....Pages 180-194
Boosting CBR Agents with Genetic Algorithms....Pages 195-209
Using Meta-reasoning to Improve the Performance of Case-Based Planning....Pages 210-224
Multi-level Abstractions and Multi-dimensional Retrieval of Cases with Time Series Features....Pages 225-239
On Similarity Measures Based on a Refinement Lattice....Pages 240-255
An Overview of the Deterministic Dynamic Associative Memory (DDAM) Model for Case Representation and Retrieval....Pages 256-269
Robust Measures of Complexity in TCBR....Pages 270-284
S-Learning: A Model-Free, Case-Based Algorithm for Robot Learning and Control....Pages 285-297
Quality Enhancement Based on Reinforcement Learning and Feature Weighting for a Critiquing-Based Recommender....Pages 298-312
Abstraction in Knowledge-Rich Models for Case-Based Planning....Pages 313-327
A Scalable Noise Reduction Technique for Large Case-Based Systems....Pages 328-342
Conceptual Neighborhoods for Retrieval in Case-Based Reasoning....Pages 343-357
CBR Supports Decision Analysis with Uncertainty....Pages 358-373
Constraint-Based Case-Based Planning Using Weighted MAX-SAT....Pages 374-388
A Value Supplementation Method for Case Bases with Incomplete Information....Pages 389-402
Efficiently Implementing Episodic Memory....Pages 403-417
Integration of a Methodology for Cluster-Based Retrieval in jColibri....Pages 418-433
Case-Based Collective Inference for Maritime Object Classification....Pages 434-449
Case-Based Reasoning for Situation-Aware Ambient Intelligence: A Hospital Ward Evaluation Study....Pages 450-464
Spatial Event Prediction by Combining Value Function Approximation and Case-Based Reasoning....Pages 465-478
Case-Based Support for Forestry Decisions: How to See the Wood from the Trees....Pages 479-493
A Case-Based Perspective on Social Web Search....Pages 494-508
Determining Root Causes of Drilling Problems by Combining Cases and General Knowledge....Pages 509-523
Back Matter....Pages -
