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Debrup Chakraborty Senior Research Fellow Electronics and Communication Sciences Unit Indian Statistical Institute Calcutta 700108 India |
Research Interests: Pattern Recognition
Neural Networks
Neuro-fuzzy integration schemes
Education
: Bachelor of Engg. (Mechanical Engineering), Jadavpur University, Calcutta (1997)
Master of Technology (Computer Science), Indian Statistical Institute, Calcutta (1999)
Publications:
Journals:
1) Debrup Chakraborty and N.R. Pal, A neuro-fuzzy scheme for simultaneous feature
selection and fuzzy
rule-based classification, IEEE Transactions on Neural
Networks, vol 15, no 1, pp. 110-123, 2004. [pdf]
2) Debrup Chakraborty and N.R. Pal, A novel training scheme for multilayered
perptrons to realize
proper generalization and incremental learning, IEEE
Transactions on Neural Networks , vol 14,
no 1, pp. 1-14, January 2003. [pdf]
3) Debrup Chakraborty and N.R. Pal, "Integrated Feature Analysis and Fuzzy
Rule-based System Identific-
ation in a Neuro-Fuzzy Framework", IEEE Transactions on Systems
Man and Cybernetics-B, vol 31, no 3,
pp. 391-400, 2001. [pdf]
4) N.R. Pal and Debrup Chakraborty, "Mountain and Subtractive Clusturing Methods:
Improvements
and Generalizations", International Journal of Intelligent
Systems, vol 15, no. 4, pp. 329-342, April 2000.
Conference Proceedings:
5) Debrup Chakraborty and N.R. Pal, "Expanding the training set for better
generalization in MLP", Proceedings
of International Conference on Communication, Devices and
Intelligent Systems, CODIS-2004,
pp. 454-457, 2004. [pdf]
6) N.R. Pal and Debrup Chakraborty, "Some new features for protein fold
prediction", Proceedings of
ICONIP 03, Istanbul, Turkey , pp. 1176- 1183, 2003. [pdf]
7) Debrup Chakraborty and N.R. Pal, "Two Connectionist Schemes for Selecting
Groups of Features
(Sensors)", Proceedings of FUZZ-IEEE 2003, pp. 161-166 ,
2003. [pdf]
8) Debrup Chakraborty and N.R. Pal, Making a multilayered perceptron say
Dont know' when it should,
ICONIP02, Proceedings of the 9-th international conference on
neural information processing, pp.
45-49, 2002.
9) Debrup Chakraborty and N.R. Pal, "Designing Rule Based Classifiers with on-Line
Feature Selection -
A Neuro Fuzzy Approach", Advances in soft computing -AFSS 2002,
LNAI-2275, Springer,
pp. 251-259, 2002.