CNEL Papers |
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Dissertation |
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1 | Sohan Seth,"On nonparametric measures of dependence and conditional independence: Theory and applications", 2011, University of Florida.(author PDF) | | Journal Papers |
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1 | Rosha Pokharel, Sohan Seth, Jose C. Principe, "Mixture Kernel Least Mean Square: A Novel Multi-Kernel Adaptive Filter," Trans. on Signal Processing. (Submitted) | 2 | Lin 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) | 3 | Il 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 | 4 | Il 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) | 5 | Lin 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) | 6 | S. 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) | 7 | Sohan 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) | 8 | Murali 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 |
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1 | Rosha Pokharel, Sohan Seth, Jose C. Principe, "Quantized Mixture Kernel Least Mean Square," Intl. Joint Conf. on Neural Networks.(Accepted) (author PDF) | 2 | Sohan 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) | 3 | Rosha 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) | 4 | Bilal 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) | 5 | Lin 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) | 6 | Sohan 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) | 7 | S. 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) | 8 | Bilal 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) | 9 | Sohan 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) | | |