Publications

• "Silicon Support Vector Machine with On-Line Learning," R. Genov, S. Chakrabartty and G. Cauwenberghs, to appear in Int. J. Pattern Recognition and Artificial Intelligence, 2003 (invited, special issue on SVM'2002).

• "Robust Speech Feature Extraction by Growth Transformation in Reproducing Kernel Hilbert Space," S. Chakrabartty, Y. Deng and G. Cauwenberghs, Proc. IEEE Int. Conf. Acoustics Speech and Signal Processing (ICASSP'2004), Montreal Canada, May 17-21, 2004.
• "Margin Propagation and Forward Decoding in Analog VLSI," S. Chakrabartty and G. Cauwenberghs, Proc. IEEE Int. Symp. Circuits and Systems (ISCAS'2004), Vancouver Canada, May 23-26, 2004.
•  "Three-Decade Programmable Fully Differential Linear OTA," Y. Deng, S. Chakrabartty and G. Cauwenberghs, Proc. IEEE Int. Symp. Circuits and Systems (ISCAS'2004), Vancouver Canada, May 23-26, 2004.
• "Support Vector Machines for Segmental Minimum Bayes Risk Decoding of Continuous Speech," V. Venkataramani S. Chakrabartty and W. Byrne, IEEE Automatic Recognition and Understanding Workshop (ASRU'03), St. Thomas, U.S. Virgin. Islands Nov 30-Dec.4, 2003.
• "Sparse Probability Regression by Label Partitioning," S. Chakrabartty, G. Cauwenberghs and Jayadeva, Proc. 16th Conf. Computational Learning Theory (COLT'03), Washington DC, Aug. 24-27, 2003.
• "Power Dissipation Limits and Large Margin in Wireless Sensors," S. Chakrabartty and G. Cauwenberghs, Proc. IEEE Int. Symp. Circuits and Systems (ISCAS'2003), Bangkok Thailand, May 25-28, 2003.
• "Robust Cephalometric Landmark Identification Using Support Vector Machines," S. Chakrabartty, M Yagi, T. Shibata and G. Cauwenberghs, Proc. IEEE Int. Conf. Acoustics Speech and Signal Processing (ICASSP'2003), Hong Kong, Apr. 6-10, 2003.
• "Expectation Maximization of Forward Decoding Kernel Machines," S. Chakrabartty and G. Cauwenberghs, Proc. 9th Int. Workshop Artificial Intelligence and Statistics (AISTATS'2003),Key West FL, Jan. 3-6, 2003.
• "Forward-Decoding Kernel-Based Phone Sequence Recognition," S. Chakrabartty and G. Cauwenberghs, Adv. Neural Information Processing Systems (NIPS'2002), Cambridge: MIT Press, vol. 15, 2003.
• "Forward Decoding Kernel Machines: A Hybrid HMM/SVM Approach to Sequence Recognition," S. Chakrabartty and G. Cauwenberghs, Proc. SVM'2002, Lecture Notes in Computer Science, vol. 2388, pp. 278-292, 2002.
• "Sequence Estimation and Channel Equalization Using Forward Decoding Kernel Machines," S. Chakrabartty and G. Cauwenberghs, Proc. IEEE Int. Conf. Acoustics Speech and Signal Processing (ICASSP'2002), Orlando FL, May 13-17, 2002.
• "Hybrid Support Vector Machine, Hidden Markov Model Approach for Continuous Speech Recognition," S. Chakrabartty and G. Cauwenberghs, Proc. 43rd IEEE Midwest Symp. Circuits and Systems (MWSCAS'2000), Lansing MI, August 8-11, 2000.
• S. Chakrabartty, M. Stanacevic, and T. D. Tran, "Adaptive image database using wavelets," Proc. 34th IEEE Asilomar Conference on Signals, Systems, and Computers, vol. 2, pp. 1856-1860, Pacific Grove, Oct. 2000.