Advances in Case-Based Reasoning

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Author: Susan Craw

ISBN-10: 3540441093

ISBN-13: 9783540441090

Category: Expert Systems

This book constitutes the refereed preceedings of the 6th European Conference on Case-Based Reasoning, ECCBR 2002, held in Aberdeen, Scotland, UK in September 2002\ The 31 revised full research papers and 14 revised application papers presented togehter with 2 invited contributions were carefully reviewed and selected from numerous submissions. All current issues in case-based reasoning, ranging from foundational and methodological issues to advanced applications in various fields are addressed.

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This book constitutes the refereed preceedings of the 6th European Conference on Case-Based Reasoning, ECCBR 2002, held in Aberdeen, Scotland, UK in September 2002The 31 revised full research papers and 14 revised application papers presented togehter with 2 invited contributions were carefully reviewed and selected from numerous submissions. All current issues in case-based reasoning, ranging from foundational and methodological issues to advanced applications in various fields are addressed.

Integrating Background Knowledge into Nearest-Neighbor Text Classification1Applying Knowledge Management: Techniques for Building Organisational Memories6On the Complexity of Plan Adaptation by Derivational Analogy in a Universal Classical Planning Framework13Inductive Learning for Case-Based Diagnosis with Multiple Faults28Diverse Product Recommendations Using an Expressive Language for Case Retrieval43Digital Image Similarity for Geo-spatial Knowledge Management58Poetry Generation in COLIBRI73Adaptation Using Iterated Estimations88The Use of a Uniform Declarative Model in 3D Visualisation for Case-Based Reasoning103Experiments on Case-Based Retrieval of Software Designs118Exploiting Taxonomic and Causal Relations in Conversational Case Retrieval133Bayesian Case Reconstruction148Relations between Customer Requirements, Performance Measures, and General Case Properties for Case Base Maintenance159Representing Temporal Knowledge for Case-Based Prediction174Local Predictions for Case-Based Plan Recognition189Automatically Selecting Strategies for Multi-Case-Base Reasoning204Diversity-Conscious Retrieval219Improving Case Representation and Case Base Maintenance in Recommender Agents234Similarity Assessment for Generalized Cases by Optimization Methods249Case Acquisition in a Project Planning Environment264Improving Case-Based Recommendation: A Collaborative Filtering Approach278Efficient Similarity Determination and Case Construction Techniques for Case-Based Reasoning292Constructive Adaptation306A Fuzzy Case Retrieval Approach Based on SQL for Implementing Electronic Catalogs321Integrating Hybrid Rule-Based with Case-Based Reasoning336Search and Adaptation in a Fuzzy Object Oriented Case Base350Deleting and Building Sort Out Techniques for Case Base Maintenance365Entropy-Based vs. Similarity-Influenced: Attribute Selection Methods for Dialogs Tested on Different Electronic Commerce Domains380Category-Based Filtering and User Stereotype Cases to Reduce the Latency Problem in Recommender Systems395Defining Similarity Measures: Top-Down vs. Bottom-Up406Learning to Adapt for Case-Based Design421An Approach to Aggregating Ensembles of Lazy Learners That Supports Explanation436An Experimental Study of Increasing Diversity for Case-Based Diagnosis448Collaborative Case-Based Recommender Systems460Tuning Production Processes through a Case Based Reasoning Approach475An Application of Case-Based Reasoning to the Adaptive Management of Wireless Networks490A Case-Based Personal Travel Assistant for Elaborating User Requirements and Assessing Offers505An Automated Hybrid CBR System for Forecasting519Using CBR for Automation of Software Design Patterns534A New Approach to Solution Adaptation and Its Application for Design Purposes549InfoFrax: CBR in Fused Cast Refractory Manufacture560Comparison-Based Recommendation575Case-Based Reasoning for Estuarine Model Design590Similarity Guided Learning of the Case Description and Improvement of the System Performance in an Image Classification System604ITR: A Case-Based Travel Advisory System613Supporting Electronic Design Reuse by Integrating Quality-Criteria into CBR-Based IP Selection628Building a Case-Based Decision Support System for Land Development Control Using Land Use Function Pattern642Author Index655