Hybrid system of case-based reasoning and neural network for symbolic features

Lecture Notes in Computer Science

Volumn 3589, Issue , 2005, Pages 265-274

  Im, Kwang Hyuk ^a   Kim, Tae Hyun ^a   Park, Sang Chan ^a  

^a Korea Advanced Institute of Science and Technology (KAIST)   (South Korea)

Author keywords

[No Author keywords available]

Indexed keywords

DATA REDUCTION; INFORMATION RETRIEVAL; NEURAL NETWORKS;

CASE-BASED REASONING (CBR); HYBRID SYSTEM; SYMBOLIC FEATURES; VALUE DIFFERENCE METRIC (VDM);

DATA MINING;

EID: 26844548368     PISSN: 03029743     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1007/11546849_26     Document Type: Conference Paper

References (10)

1. D. Wettschereck, D. W. Aha: Weighting features. In: Proc. ICCBR-95. A. Aamodt, M. Veloso, Eds. (1995) 347-358
2. T. Hastie, R. Tibshirani: Discriminant adaptive nearest neighbor classification. Int J IEEE Trans. Pattern Anal. Machine Intell. Vol. 18 (1996) 607-616
3. D. Wettschereck, D.W. Aha, T. Mohri: A review and empirical evaluation of feature weighting methods for a class of lazy learning algorithms. AI Rev. Vol. 11 (1997) 273-314
4. C.K. Shin, U.T Yun, H.K. Kim, S.C. Park: A Hybrid Approach of Neural Network and Memory-Based Learning to Data Mining. Int J IEEE Trans. on Neural Networks. Vol. 11, No. 3 (2000) 637-646
5. Stanfill, C., Waltz, D.: Toward memory-based reasoning. Communications of the ACM. Vol. 29, No. 12 (1996) 1213-1228
6. Scott Cost, Steven Salzberg: A Weighted Nearest Neighbor Algorithm for Learning with Symbolic Features. Machine Learning. Vol. 10 (1993) 57-78
7. C. Blake, E. Keogh, C. J. Merz: UCI Repository of Machine Learning Databases. In: Univ. California, Dept. Inform. Comput. Sci., Irvine, CA. (1999)
8. B. Shneiderman: Designing the User Interface: Strategies for Effective Human-Computer Interaction. Reading, MA: Addison-Wesley (1997)
9. S.B. Thrun et al.: A Performance Comparison of Different Learning Algorithms. In: Carnegie Mellon University (1991)
10. D. Randall Wilson, Tony R. Martinez: Improved Heterogeneous Distance Functions. J Artificial Intelligence Research, Vol. 6 (1997) 1-34