Genetic algorithms + data structures = evolution programs (3rd ed.)
Genetic algorithms + data structures = evolution programs (3rd ed.)
Retrieving Adaptable Cases: The Role of Adaptation Knowledge in Case Retrieval
EWCBR '93 Selected papers from the First European Workshop on Topics in Case-Based Reasoning
Considering Decision Cost During Learning of Feature Weights
EWCBR '96 Proceedings of the Third European Workshop on Advances in Case-Based Reasoning
Learning a Local Similarity Metric for Case-Based Reasoning
ICCBR '95 Proceedings of the First International Conference on Case-Based Reasoning Research and Development
ICCBR '95 Proceedings of the First International Conference on Case-Based Reasoning Research and Development
Using Introspective Learning to Improve Retrieval in CBR: A Case Study in Air Traffic Control
ICCBR '97 Proceedings of the Second International Conference on Case-Based Reasoning Research and Development
Defining Similarity Measures: Top-Down vs. Bottom-Up
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
Dynamic refinement of feature weights using quantitative introspective learning
IJCAI'99 Proceedings of the 16th international joint conference on Artifical intelligence - Volume 1
Applying and optimizing case-based reasoning for wastewater treatment systems
AI Communications - Binding Environmental Sciences and AI
An Analysis of Research Themes in the CBR Conference Literature
ECCBR '08 Proceedings of the 9th European conference on Advances in Case-Based Reasoning
Learning Similarity Functions from Qualitative Feedback
ECCBR '08 Proceedings of the 9th European conference on Advances in Case-Based Reasoning
Increasing Precision of Credible Case-Based Inference
ECCBR '08 Proceedings of the 9th European conference on Advances in Case-Based Reasoning
Rapid Prototyping of CBR Applications with the Open Source Tool myCBR
ECCBR '08 Proceedings of the 9th European conference on Advances in Case-Based Reasoning
Optimizing similarity assessment in case-based reasoning
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Adaptation versus Retrieval Trade-Off Revisited: An Analysis of Boundary Conditions
ICCBR '09 Proceedings of the 8th International Conference on Case-Based Reasoning: Case-Based Reasoning Research and Development
Boosting CBR Agents with Genetic Algorithms
ICCBR '09 Proceedings of the 8th International Conference on Case-Based Reasoning: Case-Based Reasoning Research and Development
CBR Supports Decision Analysis with Uncertainty
ICCBR '09 Proceedings of the 8th International Conference on Case-Based Reasoning: Case-Based Reasoning Research and Development
Rule-Based Similarity for Classification
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Engineering Applications of Artificial Intelligence
ACIIDS'10 Proceedings of the Second international conference on Intelligent information and database systems: Part II
Learning fuzzy rules for similarity assessment in case-based reasoning
Expert Systems with Applications: An International Journal
On the use of vocabulary knowledge for learning similarity measures
WM'05 Proceedings of the Third Biennial conference on Professional Knowledge Management
Engineering Applications of Artificial Intelligence
CBR for state value function approximation in reinforcement learning
ICCBR'05 Proceedings of the 6th international conference on Case-Based Reasoning Research and Development
Learning similarity measures: a formal view based on a generalized CBR model
ICCBR'05 Proceedings of the 6th international conference on Case-Based Reasoning Research and Development
Combining case-based and similarity-based product recommendation
ECCBR'06 Proceedings of the 8th European conference on Advances in Case-Based Reasoning
CBTV: visualising case bases for similarity measure design and selection
ICCBR'10 Proceedings of the 18th international conference on Case-Based Reasoning Research and Development
Dynamic rule-based similarity model for DNA microarray data
Transactions on Rough Sets XV
Unsupervised Similarity Learning from Textual Data
Fundamenta Informaticae - Concurrency Specification and Programming (CS&P)
eXiT*CBR.v2: Distributed case-based reasoning tool for medical prognosis
Decision Support Systems
Fuzzy rule-based similarity model enables learning from small case bases
Applied Soft Computing
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The definition of similarity measures is one of the most crucial aspects when developing case-based applications. In particular, when employing similarity measures that contain a lot of specific knowledge about the addressed application domain, modelling similarity measures is a complex and time-consuming task. One common element of the similarity representation are local similarity measures used to compute similarities between the values of single attributes. In this paper an approach to learn local similarity measures by employing an evolution program-- a special form of a genetic algorithm--is presented. The goal of the approach is to learn similarity measures that sufficiently approximate the utility of cases for given problem situations in order to obtain reasonable retrieval results.