CNEL Alumnus: Il Park


Former student webpage:
About Me

I am Memming, also known as Il Park.
 
My Research Interests


  • Neural Encoding

  • Logic and Computation Theory

 
Research Goals

1. neural decoding with spike trains
2. using cultured neural network as a component of the liquid state machine
3. understand the dynamics of a pulse coupled neural network in terms of spike train observation (phase space reconstruction)
4. relation between LFP and spike dynamics
Picture
Links

 
CNEL Papers
Dissertation
1Il Memming Park,"Capturing spike train similarity structure:A point process divergence approach", 2010, University of Florida.(author PDF)
 
Thesis
1Il Park, "Continuous Time Correlation Analysis Techniques for Spike Trains", May 2007.(PDF)
 
Journal Papers
1Park I., Bobkov Y., Ache B., Principe J., "Intermittency coding in the primary olfactory system: A neural substrate for olfactory scence analysis", Journal of Neuroscience, Vol. 34, No. 3, pp. 941-952, Jan. 2014,DOI:10.1523/JNEUROSCI.2204-13.2014
2Il 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
3Il 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)
4Yuriy Bobkov, Il Park, Kirill Ukhanov, José C. Príncipe, Barry W. Ache, "Cellular basis for response diversity in the olfactory periphery", , Vol. 7, No. 4, pp. -, Apr. 2012,DOI:10.1371/journal.pone.0034843 (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)
6Sohan 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)
7Antonio R. C. Paiva, Il Park and Jose C. Principe, "A comparison of binless spike train measures", Neural Computation, Vol. 19, No. 3, pp. 405-419, Apr. 2010,DOI:doi:10.1007/s00521-009-0307-6 (author PDF)
8Weifeng Liu, Il (Memming) Park , Yiwen Wang, Jose C. Principe, "Extended kernel recursive least squares algorithm", Trans. on Signal Processing, Vol. 57, No. 10, pp. 3801-3814, Oct. 2009 (author PDF)
9Karl Dockendorf, Il Park, Ping He, José Príncipe, Thomas B. DeMarse, "Liquid state machines and cultured cortical networks: The separation property", , Vol. 95, No. 2, pp. 90-97, 2009,DOI:10.1016/j.biosystems.2008.08.001 (author PDF)
10Il Park, António R. C. Paiva, José Príncipe, Thomas B. DeMarse, "An Efficient Algorithm for Continuous-time Cross Correlogram of Spike Trains", Journal of Neuroscience Methods, Vol. 168, No. 2, pp. 514-523, Mar. 2008,DOI:10.1016/j.jneumeth.2007.10.005 (author PDF)
 
Conference Papers
1A. Paiva, S. Rao, I. Park, J. Principe, "Spectral Clustering of Synchronous Spike Trains," Intl. Joint Conf. on Neural Networks.(Submitted)
2I. Park, A. Paiva, J. Principe, J. Harris, "A Closed Form Solution for Multiple Input Spike Based Adaptive Filters," Intl. Joint Conf. on Neural Networks.(Submitted)
3Il Park, Jose C. Principe, "Quantification of Inter-trial Non-stationarity in Spike Trains from Periodically Stimulated Neural Cultures," ICASSP.(Accepted) (author PDF)
4Lin 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)
5Sohan 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)
6Austin J. Brockmeier, Il Park, Babak Mahmoudi, Justin C. Sanchez, Jose C. Pri­ncipe, "Spatio-Temporal Clustering of Firing Rates for Neural State Estimation", ICEMB, pp. 6023-6026, 2010,DOI:10.1109/IEMBS.2010.5627600 (author PDF)
7Il Park, Jose C. Principe, "Correntropy based Granger Causality", ICASSP, pp. -, Apr. 2008 (author PDF)
8I. Park, D. Xu, T. DeMarse, J. Principe, "Modeling of Synchronized Burst in Dissociated Cortical Tissue: An Exploration of Parameter Space", Intl. Joint Conf. on Neural Networks, pp. 581-586, July 2006 (author PDF)
 

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