“Classification Problems in Bioinformatics”

Lectures given by

Hyeoncheol Kim, Ph.D.

　

hkim@comedu.korea.ac.kr

hkim64@gmail.com

CSE#329

 

Lecture Notes on

 

References

 

Rule extractions from Support Vector Machine

•         Nahla Barakat and Joachim Diederich ; Learning-based Rule-Extraction from Support Vector Machines

•         Núñez, Angulo and Català : Rule extraction from support vector machines, 2002

•         Glenn Fung, Sathyakama Sandilya, R. Bharat Rao : Rule extraction from Linear Support Vector Machines.

 

Rule extraction from Neural Networks (papers by Hyeoncheol Kim)

•         Computationally Efficient Heuristics for If-Then Rule Extraction from Feed-Forward Neural Networks, (Hyeoncheol Kim), Lecture Notes in Artificial Intelligence. Vol. 1967, pp170-182 (Invited paper), Springer-Verlag, Dec. 2000

•         Feed-Forward Neural Networks based on Self-Extracted Knowledge, (Hyeoncheol Kim), Proceedings of 7th Joint Conference on Information Sciences ( 6th International Conference on Computational Intelligence and Natural Computing) pp1520-1523 (Invited Paper), Sept. 2003. North Carolina

•         Rule Generation using NN and GA for SARS-CoV Cleavage Site Prediction, (Youn-JIn Cho and Hyeoncheol Kim), Lecture Notes in Computer Science, Vol.3683, pp785-791, Springer-Verlag, Sept. 2005 (KES2005)

•         Prediction Rule Generation of MHC Class I Binding Peptides using NN and GA, (Youn-JIn Cho, Hyeoncheol Kim and Heung-Bum Oh), Lecture Notes in Computer Science, Vol.3610, pp1009-1016, Springer-Verlag, Aug. 2005 (ICNC2005)

•         Cleavage Site Analysis using Rule Extraction from Neural Networks, (Youn-JIn Cho and Hyeoncheol Kim), Lecture Notes in Computer Science, Vol.3610, pp1002-1008, Springer-Verlag, Aug. 2005 (ICNC2005)

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