Case-based planning: viewing planning as a memory task
Case-based planning: viewing planning as a memory task
Towards context-based search engine selection
Proceedings of the 6th international conference on Intelligent user interfaces
Supporting Tourism Culture via CBR
EWCBR '00 Proceedings of the 5th European Workshop on Advances in Case-Based Reasoning
Learning and Applying Case-Based Adaptation Knowledge
ICCBR '01 Proceedings of the 4th International Conference on Case-Based Reasoning: Case-Based Reasoning Research and Development
Learning to Improve Case Adaption by Introspective Reasoning and CBR
ICCBR '95 Proceedings of the First International Conference on Case-Based Reasoning Research and Development
The Adaption Knowledge Bottleneck: How to Ease it by Learning from Cases
ICCBR '97 Proceedings of the Second International Conference on Case-Based Reasoning Research and Development
A regression based adaptation strategy for case-based reasoning
Eighteenth national conference on Artificial intelligence
Retrieval, reuse, revision and retention in case-based reasoning
The Knowledge Engineering Review
The Knowledge Engineering Review
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
WikiRelate! computing semantic relatedness using wikipedia
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Demand-driven discovery of adaptation knowledge
IJCAI'99 Proceedings of the 16th international joint conference on Artifical intelligence - Volume 1
Case base mining for adaptation knowledge acquisition
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Case mining from large databases
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
Knowledge Planning and Learned Personalization for Web-Based Case Adaptation
ECCBR '08 Proceedings of the 9th European conference on Advances in Case-Based Reasoning
Proceedings of the 21st international conference companion on World Wide Web
Enhancing case adaptation with introspective reasoning and web mining
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
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Making case adaptation practical is a longstanding challenge for case-based reasoning. One of the impediments to widespread use of automated case adaptation is the adaptation knowledge bottleneck: the adaptation process may require extensive domain knowledge, which may be difficult or expensive for system developers to provide. This paper advances a new approach to addressing this problem, proposing that systems mine their adaptation knowledge as needed from pre-existing large-scale knowledge sources available on the World Wide Web. The paper begins by discussing the case adaptation problem, opportunities for adaptation knowledge mining, and issues for applying the approach. It then presents an initial illustration of the method in a case study of the testbed system WebAdapt. WebAdapt applies the approach in the travel planning domain, using OpenCyc, Wikipedia, and the Geonames GIS database as knowledge sources for generating substitutions. Experimental results suggest the promise of the approach, especially when information from multiple sources is combined.