CNEL Alumnus: Sohan Seth


Former student webpage:
About Me

PhD ECE, University of Florida, 2011
MS ECE, University of Florida, 2008
BE IEE, Jadavpur University, 2005
 
My Research Interests

1. Dependence measure
2. Conditional independence and causality
3. Information Theoretic Learning
4. Signal Processing in RKHS
5. Adaptive Signal Processing
 



Links

 
CNEL Papers
Dissertation
1Sohan Seth,"On nonparametric measures of dependence and conditional independence: Theory and applications", 2011, University of Florida.(author PDF)
 
Journal Papers
1Rosha Pokharel, Sohan Seth, Jose C. Principe, "Mixture Kernel Least Mean Square: A Novel Multi-Kernel Adaptive Filter," Trans. on Signal Processing. (Submitted)
2Lin Li, Il Memming Park, Austin Brockmeier,Badong Chen, Sohan Seth, Joseph T. Francis, Justin C. Sanchez, and Jose C. Principe , "Adaptive Inverse Control of Neural Spatiotemporal Spike Patterns with a Reproducing Kernel Hilbert Space (RKHS) Framework", Trans. on Neural Systems and Rehabilitation Engineering, Vol. 21, No. 4, pp. 532-543, July 2013,DOI:10.1109/TNSRE.2012.2200300 (author PDF)
3Il Memming Park, Seth, S., Paiva, A., Lin Li, Principe, J., "Kernel Methods on Spike Train Space for Neuroscience: A Tutorial", Signal Processing Magazine, Vol. 30, No. 4, pp. 149-160, July 2013,DOI:10.1109/MSP.2013.2251072
4Il Memming Park, Sohan Seth, Murali Rao, Jose C. Principe, "Strictly Positive Definite Spike Train Kernels for Point Process Divergences", Neural Computation, Vol. 24, No. 8, pp. -, Aug. 2012,DOI:10.1162/NECO_a_00309 (author PDF)
5Lin Li, Il Memming Park, Sohan Seth, Justin C. Sanchez, Jose C. Principe, "Functional Connectivity Dynamics Among Cortical Neurons: A Dependence Analysis", Trans. on Neural Systems and Rehabilitation Engineering, Vol. 20, No. 1, pp. 18-30, Jan. 2012,DOI:10.1109/TNSRE.2011.2176749 (author PDF)
6S. Seth, J.C. Principe , "Assessing Granger Non-Causality Using Nonparametric Measure of Conditional Independence", Trans. on Neural Networks, Vol. 23, No. 1, pp. 47-59, Dec. 2011,DOI:10.1109/TNNLS.2011.2178327 (author PDF)
7Sohan Seth, Murali Rao, Il Park, and Jose C. Principe, "A unified framework for quadratic measures of independence", Trans. on Signal Processing, Vol. 59, No. 8, pp. 3624-3635, Aug. 2011,DOI:10.1109/TSP.2011.2153197 (author PDF)
8Murali Rao, Sohan Seth, Jianwu Xu, Yunmei Chen, Hemant Tagare, Jose C. Principe, "A test of independence based on a generalized correlation function", Signal Processing, Vol. 91, No. 1, pp. 15-27, Jan. 2011,DOI:10.1016/j.sigpro.2010.06.002 (author PDF)
 
Conference Papers
1Rosha Pokharel, Sohan Seth, Jose C. Principe, "Quantized Mixture Kernel Least Mean Square," Intl. Joint Conf. on Neural Networks.(Accepted) (author PDF)
2Sohan Seth, Mustafa C. Ozturk, Jose C. Principe, "Signal Processing with Echo State Networks in the Complex Domain," IEEE Int. Workshop on Machine Learning for Signal Processing.(Accepted) (author PDF)
3Rosha Pokharel, Sohan Seth, Jose C. Principe, "Mixture Kernel Least Mean Square", IJCNN, pp. 1-7, Aug. 2013,DOI:10.1109/IJCNN.2013.6706867 (author PDF)
4Bilal Fadlallah, Sohan Seth, Austin Brockmeier, Lin Li, Andreas Keil and Jose Principe, "An Association Framework to Analyze Dependence Structure in Time Series", EMBS, pp. 6176-6179, 2012,DOI:10.1109/EMBC.2012.6347404 (author PDF)
5Lin Li; Il Memming Park; Seth, S.; Choi, J.S.; Francis, J.T.; Sanchez, J.C.;Principe, J.C., "An adaptive decoder from spike trains to micro-stimulation using kernel least-mean-squares (KLMS)", MLSP, pp. 1-6, Sept. 2011,DOI:10.1109/MLSP.2011.6064603 (author PDF)
6Sohan Seth, Austin J. Brockmeier, Jose C. Pri­ncipe, "A metric approach toward point process divergence", ICASSP, pp. 2104-2107, May 2011,DOI:10.1109/ICASSP.2011.5946741 (author PDF)
7S. Seth, A. J. Brockmeier, J. S. Choi, M. Semework, J. T. Francis, and J. C. Principe, "Evaluating dependence in spike train metric spaces", IJCNN, pp. 2645-2652, 2011,DOI:10.1109/IJCNN.2011.6033564 (author PDF)
8Bilal Fadlallah, Sohan Seth, Andreas Keil and Jose Principe, "Robust EEG Preprocessing for Dependence-based Condition Discrimination", EMBS, pp. 1407-1410, 2011,DOI:10.1109/IEMBS.2011.6090331 (author PDF)
9Sohan Seth, Park Il, Austin Brockmeier, Mulugeta Semework, John Choi, Joseph Francis, and Jose Principe, "A novel family of non-parametric cumulative based divergences for point processes", NIPS, pp. 2119-2127, Dec. 2010 (author PDF)
 

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