Quantitative results concerning the utility of explanation-based learning
Artificial Intelligence
Nonlinear component analysis as a kernel eigenvalue problem
Neural Computation
Mining a web citation database for author co-citation analysis
Information Processing and Management: an International Journal
A Comparitive Utility Analysis of Case-Based Reasoning and Control-Rule Learning Systems
ECML '95 Proceedings of the 8th European Conference on Machine Learning
A Comparative Study on Feature Selection in Text Categorization
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
A Rule-Based Similarity Measure
EWCBR '93 Selected papers from the First European Workshop on Topics in Case-Based Reasoning
EWCBR '93 Selected papers from the First European Workshop on Topics in Case-Based Reasoning
Understanding Creativity: A Case-Based Approach
EWCBR '93 Selected papers from the First European Workshop on Topics in Case-Based Reasoning
Similarity Measures for Structured Representations
EWCBR '93 Selected papers from the First European Workshop on Topics in Case-Based Reasoning
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
Explanation-Driven Case-Based Reasoning
EWCBR '93 Selected papers from the First European Workshop on Topics in Case-Based Reasoning
Qualitative Models as a Basis for Case Indices
EWCBR '94 Selected papers from the Second European Workshop on Advances in Case-Based Reasoning
Applying Case Retrieval Nets to Diagnostic Tasks in Technical Domains
EWCBR '96 Proceedings of the Third European Workshop on Advances in Case-Based Reasoning
A Two Layer Case-Based Reasoning Architecture for Medical Image Understanding
EWCBR '96 Proceedings of the Third European Workshop on Advances in Case-Based Reasoning
The Utility Problem Analysed: A Case-Based Reasoning Perspective
EWCBR '96 Proceedings of the Third European Workshop on Advances in Case-Based Reasoning
A Case Base Similarity Framework
EWCBR '96 Proceedings of the Third European Workshop on Advances in Case-Based Reasoning
Fish and Shrink. A Next Step Towards Efficient Case Retrieval in Large-Scale Case Bases
EWCBR '96 Proceedings of the Third European Workshop on Advances in Case-Based Reasoning
An Adaptation Heuristic for Case-Based Estimation
EWCBR '98 Proceedings of the 4th European Workshop on Advances in Case-Based Reasoning
Modelling the Competence of Case-Bases
EWCBR '98 Proceedings of the 4th European Workshop on Advances in Case-Based Reasoning
A Study on Competence-Preserving Case Replacing Strategies in Case-Based Reasoning
EWCBR '98 Proceedings of the 4th European Workshop on Advances in Case-Based Reasoning
An Architecture for Maintaining Case-Based Reasoning Systems
EWCBR '98 Proceedings of the 4th European Workshop on Advances in Case-Based Reasoning
Supporting Dialogue Inferencing in Conversational Case-Based Reasoning
EWCBR '98 Proceedings of the 4th European Workshop on Advances in Case-Based Reasoning
Personalized Conversational Case-Based Recommendation
EWCBR '00 Proceedings of the 5th European Workshop on Advances in Case-Based Reasoning
Learning User Preferences in Case-Based Software Reuse
EWCBR '00 Proceedings of the 5th European Workshop on Advances in Case-Based Reasoning
On Quality Measures for Case Base Maintenance
EWCBR '00 Proceedings of the 5th European Workshop on Advances in Case-Based Reasoning
Competence Model and Their Applications
EWCBR '00 Proceedings of the 5th European Workshop on Advances in Case-Based Reasoning
A Dynamic Approach to Reducing Dialog in On-Line Decision Guides
EWCBR '00 Proceedings of the 5th European Workshop on Advances in Case-Based Reasoning
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
Exploiting Taxonomic and Causal Relations in Conversational Case Retrieval
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
Diverse Product Recommendations Using an Expressive Language for Case Retrieval
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
Speed-Up, Quality and Competence in Multi-modal Case-Based Reasoning
ICCBR '99 Proceedings of the Third International Conference on Case-Based Reasoning and Development
ICCBR '99 Proceedings of the Third International Conference on Case-Based Reasoning and Development
An Architecture for a CBR Image Segmentation System
ICCBR '99 Proceedings of the Third International Conference on Case-Based Reasoning and Development
A Case Retention Policy Based on Detrimental Retrieval
ICCBR '99 Proceedings of the Third International Conference on Case-Based Reasoning and Development
Exploiting Interchangeabilities for Case Adaptation
ICCBR '01 Proceedings of the 4th International Conference on Case-Based Reasoning: Case-Based Reasoning Research and Development
Learning Feature Weights from Case Order Feedback
ICCBR '01 Proceedings of the 4th International Conference on Case-Based Reasoning: Case-Based Reasoning Research and Development
CBR Adaptation for Chemical Formulation
ICCBR '01 Proceedings of the 4th International Conference on Case-Based Reasoning: Case-Based Reasoning Research and Development
The Role of Information Extraction for Textual CBR
ICCBR '01 Proceedings of the 4th International Conference on Case-Based Reasoning: Case-Based Reasoning Research and Development
Large-Scale Fault Diagnosis for On-Board Train Systems
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
On the Automatic Generation of Cases Libraries by Chunking Chess Games
ICCBR '95 Proceedings of the First International Conference on Case-Based Reasoning Research and Development
Case-Based Reasoning in an Ultrasonic Rail-Inspection System
ICCBR '97 Proceedings of the Second International Conference on Case-Based Reasoning Research and Development
Maintaining Unstructured Case Base
ICCBR '97 Proceedings of the Second 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
Using Machine Learning for Assigning Indices to Textual Cases
ICCBR '97 Proceedings of the Second International Conference on Case-Based Reasoning Research and Development
An Engineering Approach for Troubleshooting Case Bases
ICCBR '97 Proceedings of the Second International Conference on Case-Based Reasoning Research and Development
Similarity Metrics: A Formal Unification of Cardinal and Non-Cardinal Similarity Measures
ICCBR '97 Proceedings of the Second International Conference on Case-Based Reasoning Research and Development
Refining Conversational Case Libraries
ICCBR '97 Proceedings of the Second International Conference on Case-Based Reasoning Research and Development
Case-Based Reasoning Technology, From Foundations to Applications
EWCBR '93 Selected papers from the First European Workshop on Topics in Case-Based Reasoning
Handling Vague and Qualitative Criteria in Case-Based Reasoning Applications
EWCBR '00 Proceedings of the 5th European Workshop on Advances in Case-Based Reasoning
MacRad: Radiology Image Resource with a Case-Based Retrieval System
ICCBR '95 Proceedings of the First International Conference on Case-Based Reasoning Research and Development
Integrating Induction in a Case-Based Reasoner
EWCBR '94 Selected papers from the Second European Workshop on Advances in Case-Based Reasoning
Categorizing Case-Base Maintenance: Dimensions and Directions
EWCBR '98 Proceedings of the 4th European Workshop on Advances in Case-Based Reasoning
Probabilistic Indexing for Case-Based Prediction
ICCBR '97 Proceedings of the Second International Conference on Case-Based Reasoning Research and Development
ICCBR '01 Proceedings of the 4th International Conference on Case-Based Reasoning: Case-Based Reasoning Research and Development
Cluster ensembles: a knowledge reuse framework for combining partitionings
Eighteenth national conference on Artificial intelligence
Cluster merging and splitting in hierarchical clustering algorithms
ICDM '02 Proceedings of the 2002 IEEE International Conference on Data Mining
EURASIP Journal on Applied Signal Processing
Remembering to forget: a competence-preserving case deletion policy for case-based reasoning systems
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 1
An evaluation of the usefulness of case-based explanation
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
A framework for historical case-based reasoning
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
On the role of diversity in conversational recommender systems
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
Diversity-conscious retrieval from generalized cases: a branch and bound algorithm
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
Soft interchangeability for case adaptation
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
Using evolution programs to learn local similarity measures
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
A knowledge-intensive method for conversational CBR
ICCBR'05 Proceedings of the 6th international conference on Case-Based Reasoning Research and Development
Re-using implicit knowledge in short-term information profiles for context-sensitive tasks
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
Case adaptation by segment replanning for case-based planning systems
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
Metadata support to retrieve and revise solutions in case-based reasoning
International Journal of Metadata, Semantics and Ontologies
Research themes in the case-based reasoning in health sciences core literature
ICDM'12 Proceedings of the 12th Industrial conference on Advances in Data Mining: applications and theoretical aspects
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After fifteen years of CBR conferences, this paper sets out to examine the themes that have evolved in CBR research as revealed by the implicit and explicit relationships between the conference papers. We have examined a number of metrics for demonstrating connections between papers and between authors and have found that a clustering based on co-citation of papers appears to produce the most meaningful organisation. We have employed an Ensemble Non-negative Matrix Factorisation (NMF) approach that produces a "soft" hierarchical clustering, where papers can belong to more than one cluster. This is useful as papers can naturally relate to more than one research area. We have produced timelines for each of these clusters that highlight influential papers and illustrate the life-cycle of research themes over the last fifteen years. The insights afforded by this analysis are presented in detail. In addition to the analysis of the sub-structure of CBR research, this paper also presents some global statistics on the CBR conference literature.