Optimizing similarity assessment in case-based reasoning

Proceedings of the National Conference on Artificial Intelligence

Volumn 2, Issue , 2006, Pages 1667-1670

  Stahl, Armin ^a   Gabel, Thomas ^b  

^a Rheinland Pfälzische Technische Universität Kaiserslautern Landau   (Germany)

^b UNIVERSITY OF OSNABRÜCK   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

APPLICATION DOMAINS; CASE-BASED REASONING; FEATURE WEIGHTS;

CLASSIFICATION (OF INFORMATION); LEARNING SYSTEMS; OPTIMIZATION;

INFORMATION RETRIEVAL;

EID: 33750725694     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (12)

1. Aamodt, A., and Plaza, E. 1994. Case-based reasoning: Foundational Issues, Methodological Variations, and System Approaches. AI Communications 7(1):39-59.
2. Aha, D. 1991. Case-Based Learning Algorithms. In Proc. of the DARPA Case-Based Reasoning Workshop, 147-158. Morgan Kaufmann.
3. Bonzano, A.; Cunningham, P.; and Smyth, B. 1997. Using Introspective Learning to Improve Retrieval in CBR: A Case Study in Air Traffic Control. In Proc. of the 2nd International Conference on Case-Based Reasoning. Springer.
4. Gabel, T., and Stahl, A. 2004. Exploiting Background Knowledge when Learning Similarity Measures. In Proc. of the 7th European Conference on Case-Based Reasoning. Springer.
5. Gabel, T. 2005. On the Use of Vocabulary Knowledge for Learning Similarity Measures. In Proc. of the 3rd German Workshop on Experience Management. Springer.
6. Hastie, T., and Tibshirani, R. 1996. Discriminant Adaptive Nearest Neighbor Classification. IEEE Transactions on Pattern Analysis and Machine Intelligence 18(6).
7. Stahl, A., and Gabel, T. 2003. Using evolution programs to learn local similarity measures. In Proc. of the 5th International Conference on CBR. Springer.
8. Stahl, A. 2001. Learning Feature Weights from Case Order Feedback. In Proc. of the 4th International Conference on Case-Based Reasoning. Springer.
9. Stahl, A. 2002. Defining Similarity Measures: Top-Down vs. Bottom-Up. In Proc. of the 6th European Conference on Case-Based Reasoning. Springer.
10. Stahl, A. 2004. Learning of Knowledge-Intensive Similarity Measures in Case-Based Reasoning, volume 986. dissertation.de.
11. Stahl, A. 2005. Learning Similarity Measures: A Formal View Based on a Generalized CBR Model. In Proc. of the 6th International Conference on Case-Based Reasoning. Springer.
12. Wettschereck, D., and Aha, D. W. 1995. Weighting Features. In Proc. of the 1st International Conference on Case-Based Reasoning. Springer.