Quantitative results concerning the utility of explanation-based learning
Artificial Intelligence
Information Filtering: Selection Mechanisms in Learning Systems
Machine Learning
Learning by analogical reasoning in general problem-solving
Learning by analogical reasoning in general problem-solving
A Comparison of Incremental Case-Based Reasoning and Inductive Learning
EWCBR '94 Selected papers from the Second European Workshop on Advances in Case-Based Reasoning
The problem of survival from an algorithm point of view
Artificial Intelligence
Incremental Iterative Retrieval and Browsingfor Efficient Conversational CBR Systems
Applied Intelligence
An Interactive Visualisation Tool for Case-Based Reasoners
Applied Intelligence
Advances in Instance Selection for Instance-Based Learning Algorithms
Data Mining and Knowledge Discovery
A Unifying View on Instance Selection
Data Mining and Knowledge Discovery
Redundancy Detection in Semistructured Case Bases
IEEE Transactions on Knowledge and Data Engineering
IEEE Transactions on Knowledge and Data Engineering
An Efficient and Effective Procedure for Updating a Competence Model for Case-Based Reasoners
ECML '00 Proceedings of the 11th European Conference on Machine Learning
Case Exchange Strategies in Multiagent Learning
ECML '02 Proceedings of the 13th European Conference on Machine Learning
Handling Cases and the Coverage in a Limited Quantity of Memory for Case-Based Planning Systems
IBERAMIA-SBIA '00 Proceedings of the International Joint Conference, 7th Ibero-American Conference on AI: Advances in Artificial Intelligence
An Approach to Improve Text Classification Efficiency
ADBIS '02 Proceedings of the 6th East European Conference on Advances in Databases and Information Systems
Intelligent Case-Authoring Support in CaseMaker-2
EWCBR '00 Proceedings of the 5th European Workshop on Advances in Case-Based Reasoning
A Method for Predicting Solutions in Case-Based Problem Solving
EWCBR '00 Proceedings of the 5th European Workshop on Advances in Case-Based Reasoning
Maintaining Case-Based Reasoning Systems Using Fuzzy Decision Trees
EWCBR '00 Proceedings of the 5th European Workshop on Advances in Case-Based Reasoning
Automatic Case Base Management in a Multi-modal Reasoning System
EWCBR '00 Proceedings of the 5th European Workshop on Advances in Case-Based Reasoning
Collaborative Maintenance - A Distributed, Interactive Case-Base Maintenance Strategy
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
Competence-Guided Case-Base Editing Techniques
EWCBR '00 Proceedings of the 5th European Workshop on Advances in Case-Based Reasoning
Remembering Why to Remember: Performance-Guided Case-Base Maintenance
EWCBR '00 Proceedings of the 5th European Workshop on Advances in Case-Based Reasoning
Efficient Similarity Determination and Case Construction Techniques for Case-Based Reasoning
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
Deleting and Building Sort Out Techniques for Case Base Maintenance
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
Case Acquisition in a Project Planning Environment
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
An Application of Case-Based Reasoning to the Adaptive Management of Wireless Networks
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
Building Compact Competent Case-Bases
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
A Fuzzy-Rough Approach for Case Base Maintenance
ICCBR '01 Proceedings of the 4th International Conference on Case-Based Reasoning: Case-Based Reasoning Research and Development
Rough Sets Reduction Techniques for Case-Based Reasoning
ICCBR '01 Proceedings of the 4th International Conference on Case-Based Reasoning: Case-Based Reasoning Research and Development
Mining High-Quality Cases for Hypertext Prediction and Prefetching
ICCBR '01 Proceedings of the 4th International Conference on Case-Based Reasoning: Case-Based Reasoning Research and Development
The Conflict Graph for Maintaining Case-Based Reasoning Systems
ICCBR '01 Proceedings of the 4th International Conference on Case-Based Reasoning: Case-Based Reasoning Research and Development
Releasing Memory Space through a Case-Deletion Policy with a Lower Bound for Residual Competence
ICCBR '01 Proceedings of the 4th International Conference on Case-Based Reasoning: Case-Based Reasoning Research and Development
Helping a CBR Program Know What It Knows
ICCBR '01 Proceedings of the 4th International Conference on Case-Based Reasoning: Case-Based Reasoning Research and Development
When Experience Is Wrong: Examining CBR for Changing Tasks and Environments
ICCBR '99 Proceedings of the Third International Conference on Case-Based Reasoning and Development
Keep It Simple: A Case-Base Maintenance Policy Based on Clustering and Information Theory
AI '00 Proceedings of the 13th Biennial Conference of the Canadian Society on Computational Studies of Intelligence: Advances in Artificial Intelligence
Cooperative Case Bartering for Case-Based Reasoning Agents
CCIA '02 Proceedings of the 5th Catalonian Conference on AI: Topics in Artificial Intelligence
Selective sampling for example-based word sense disambiguation
Computational Linguistics
Automated case base creation and management
IEA/AIE'2003 Proceedings of the 16th international conference on Developments in applied artificial intelligence
Applying and optimizing case-based reasoning for wastewater treatment systems
AI Communications - Binding Environmental Sciences and AI
Credible Case-Based Inference Using Similarity Profiles
IEEE Transactions on Knowledge and Data Engineering
Mining competent case bases for case-based reasoning
Artificial Intelligence
Artificial Intelligence Review
An association-based case reduction technique for case-based reasoning
Information Sciences: an International Journal
Exploiting Past Experience --- Case-Based Decision Support for Soccer Agents
KI '07 Proceedings of the 30th annual German conference on Advances in Artificial Intelligence
An Analysis of Research Themes in the CBR Conference Literature
ECCBR '08 Proceedings of the 9th European conference on Advances in Case-Based Reasoning
Understanding Dubious Future Problems
ECCBR '08 Proceedings of the 9th European conference on Advances in Case-Based Reasoning
ECCBR '08 Proceedings of the 9th European conference on Advances in Case-Based Reasoning
Managing irrelevant knowledge in CBR models for unsolicited e-mail classification
Expert Systems with Applications: An International Journal
A divide-and-conquer recursive approach for scaling up instance selection algorithms
Data Mining and Knowledge Discovery
An Approach to Software Design Reuse Using Case-Based Reasoning and WordNet
Proceedings of the 2006 conference on Integrated Intelligent Systems for Engineering Design
The Good, the Bad and the Incorrectly Classified: Profiling Cases for Case-Base Editing
ICCBR '09 Proceedings of the 8th International Conference on Case-Based Reasoning: Case-Based Reasoning Research and Development
Complexity-guided case discovery for case based reasoning
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 1
Competence driven case-base mining
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 1
A domain-independent system for case-based task decomposition without domain theories
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 1
Informed case base maintenance: a complexity profiling approach
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
Dynamic refinement of feature weights using quantitative introspective learning
IJCAI'99 Proceedings of the 16th international joint conference on Artifical intelligence - Volume 1
Remembering to add: competence-preserving case-addition policies for case-base maintenance
IJCAI'99 Proceedings of the 16th international joint conference on Artifical intelligence - Volume 1
A Lattice machine approach to automated casebase design: marrying lazy and eager learning
IJCAI'99 Proceedings of the 16th international joint conference on Artifical intelligence - Volume 1
Case-based learning from proactive communication
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Learning procedural knowledge to better coordinate
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Dynamic Adaptive Case Library for Continuous Domains
Proceedings of the 2009 conference on Artificial Intelligence Research and Development: Proceedings of the 12th International Conference of the Catalan Association for Artificial Intelligence
Dynamic Adaptive Case Library for Continuous Domains
Proceedings of the 2009 conference on Artificial Intelligence Research and Development: Proceedings of the 12th International Conference of the Catalan Association for Artificial Intelligence
An Integrated Knowledge Adaption Framework for Case-Based Reasoning Systems
KES '09 Proceedings of the 13th International Conference on Knowledge-Based and Intelligent Information and Engineering Systems: Part II
Maintaining Footprint-Based Retrieval for Case Deletion
ICONIP '09 Proceedings of the 16th International Conference on Neural Information Processing: Part II
Authoring cases from free-text maintenance data
MLDM'03 Proceedings of the 3rd international conference on Machine learning and data mining in pattern recognition
Evaluation of case-based maintenance strategies in software design
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
Collaborative case retention strategies for CBR agents
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
Efficient real time maintenance of retrieval knowledge in case-based reasoning
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
Unifying weighting and case reduction methods based on rough sets to improve retrieval
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
Index driven selective sampling for CBR
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
Case base reduction using solution-space metrics
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
CBM-Gen+: an algorithm for reducing case base inconsistencies in hierarchical and incomplete domains
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
Case mining from large databases
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
Coping with noisy search experiences
Knowledge-Based Systems
Experience management: foundations, development methodology, and internet-based applications
Experience management: foundations, development methodology, and internet-based applications
Focusing solutions for data mining: analytical studies and experimental results in real-world domains
Noise reduction for instance-based learning with a local maximal margin approach
Journal of Intelligent Information Systems
A class boundary preserving algorithm for data condensation
Pattern Recognition
Adaptive case-based reasoning using retention and forgetting strategies
Knowledge-Based Systems
Evaluating case selection algorithms for analogical reasoning systems
IWINAC'11 Proceedings of the 4th international conference on Interplay between natural and artificial computation - Volume Part I
An instance selection algorithm based on reverse nearest neighbor
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
More or better: on trade-offs in compacting textual problem solution repositories
Proceedings of the 20th ACM international conference on Information and knowledge management
CAEPIA'11 Proceedings of the 14th international conference on Advances in artificial intelligence: spanish association for artificial intelligence
Navigating through case base competence
ICCBR'05 Proceedings of the 6th international conference on Case-Based Reasoning Research and Development
Evaluating the effectiveness of exploration and accumulated experience in automatic case elicitation
ICCBR'05 Proceedings of the 6th international conference on Case-Based Reasoning Research and Development
Organizing large case library by linear programming
MICAI'05 Proceedings of the 4th Mexican international conference on Advances in Artificial Intelligence
Case-base maintenance for CCBR-based process evolution
ECCBR'06 Proceedings of the 8th European conference on Advances in Case-Based Reasoning
Complexity profiling for informed case-base editing
ECCBR'06 Proceedings of the 8th European conference on Advances in Case-Based Reasoning
Engineering and learning of adaptation knowledge in case-based reasoning
EKAW'06 Proceedings of the 15th international conference on Managing Knowledge in a World of Networks
The utility problem for lazy learners - towards a non-eager approach
ICCBR'10 Proceedings of the 18th international conference on Case-Based Reasoning Research and Development
Detecting change via competence model
ICCBR'10 Proceedings of the 18th international conference on Case-Based Reasoning Research and Development
Modified blame-based noise reduction for concept drift
AIKED'12 Proceedings of the 11th WSEAS international conference on Artificial Intelligence, Knowledge Engineering and Data Bases
How many cases do you need? assessing and predicting case-base coverage
ICCBR'11 Proceedings of the 19th international conference on Case-Based Reasoning Research and Development
Profiling instances in noise reduction
Knowledge-Based Systems
Journal of Computer and System Sciences
Concept drift detection via competence models
Artificial Intelligence
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The utility problem occurs when the cost associated with searching for relevant knowledge outweighs the benefit of applying this knowledge. One common machine learning strategy for coping with this problem ensures that stored knowledge is genuinely useful, deleting any structures that do not contribute to performance in a positive sense, and essentially limiting the size of the knowledge-base. We will examine this deletion strategy in the context of case-based reasoning (CBR) systems. In CBR the impact of the utility problem is very much dependant on the size and growth of the case-base; larger case-bases mean more expensive retrieval stages, an expensive overhead in CBR systems. Traditional deletion strategies will keep performance in check (and thereby control the classical utility problem) but they may cause problems for CBR system competence. This effect is demonstrated experimentally and in reply two new deletion strategies are proposed that can take both competence and performance into consideration during deletion.