Statistical Signal Processing for Neuroscience and Neurotechnology (in press)

Author(s): 
Karim G. Oweiss (Editor)
Publication Date: 
Aug 2010
Journal/Conference Name: 
Academic Press, Elsevier

Neuroscience, like many other areas of biology, has experienced a data outburst in the last few years.

Synergistic Coding By Cortical Neural Ensembles

Author(s): 
M. Aghagolzadeh, S. Eldawlatly, K. Oweiss
Publication Date: 
Feb 2010
Journal/Conference Name: 
IEEE Transactions on Information Theory (Special Issue on Molecular Biology and Neuroscience), 56:2, pp. 875-899, Feb. 2010

 

On The Use of Dynamic Bayesian Networks in Reconstructing Functional Neuronal Networks from Spike Train Ensembles

Author(s): 
S. Eldawlatly, Y. Zhou, R. Jin, K. Oweiss
Publication Date: 
Jan 2010
Journal/Conference Name: 
Neural Computation, 22:1, 158-189, January 2010

Decoding spike train ensembles using the cooperative interaction between task-dependent cortical neurons

Author(s): 
S. Eldawlatly, M. Aghagolzadeh, K. Oweiss
Publication Date: 
Jul 2009
Journal/Conference Name: 
18th Annual Computational Neuroscience meeting, CNS 2009.

Inferring Functional Cortical Networks from Spike Train Ensembles using Dynamic Bayesian Networks

Author(s): 
S. Eldawlatly, Y. Zhou, R. Jin, K. Oweiss
Publication Date: 
Apr 2009
Journal/Conference Name: 
IEEE Int. Conf. Acoustics, Speech and Signal Processing (ICASSP) 2009

Identifying Functional Connectivity in Large Scale Neural Ensemble Recordings: A Multiscale Data Mining Approach

Author(s): 
S. Eldawlatly, R. Jin, K. Oweiss
Publication Date: 
Feb 2009
Journal/Conference Name: 
Neural Computation, MIT Press, 21(2), pp. 450-477, 2009

Reconstructing Functional Neuronal Circuits Using Dynamic Bayesian Networks

Author(s): 
S. Eldawlatly, Y. Zhou, R. Jin, K. Oweiss
Publication Date: 
Aug 2008
Journal/Conference Name: 
30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBS), 2008.

Inferring Neuronal Functional Connectivity using Dynamic Bayesian Networks

Author(s): 
S. Eldawlatly, Y. Zhou, R. Jin, K. Oweiss
Publication Date: 
Jul 2008
Journal/Conference Name: 
BMC Neuroscience

Revamping signal processing for adaptive, real time, bi-directional Brain Machine Interface systems

Author(s): 
K. Oweiss, M. Shetliffe, S. Eldawlatly
Publication Date: 
Apr 2008
Journal/Conference Name: 
IEEE Int. Conf. Acoustics, Speech and Signal Processing (ICASSP) 2008.

Multiscale compressed sensing of neuronal response properties for brain machine interfaces

Author(s): 
M. Shetliffe, S. El-Dawlatly, K. Oweiss
Publication Date: 
Nov 2007
Journal/Conference Name: 
Society for Neuroscience meeting 2007

Clustering Synaptically-Coupled Neuronal Populations under Systematic Variations in Temporal Dependence

Author(s): 
S. El Dawlatly and K. Oweiss
Publication Date: 
Aug 2007
Journal/Conference Name: 
29th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBS), 2007

Identifying spike-timing dependent plasticity in spike train models of synaptically-coupled neuronal ensembles

Author(s): 
S. El Dawlatly and K. Oweiss
Publication Date: 
Jul 2007
Journal/Conference Name: 
BMC Neuroscience

Identifying and Tracking the number of independent clusters of functionally interdependent neurons

Author(s): 
F. Chen, S. El-Dawlatly, R. Jin and K. Oweiss
Publication Date: 
Mar 2007
Journal/Conference Name: 
3rd Int. IEEE EMBS Conf. on Neural Engineering 2007

Tracking Plasticity in Probabilistic Spike Trains Models of Synaptically-Coupled Neural Population

Author(s): 
S. El Dawlatly and K. G. Oweiss
Publication Date: 
Jan 2007
Journal/Conference Name: 
3rd Int. IEEE EMBS Conf. on Neural Engineering 2007

Identifying neuronal assemblies with local and global connectivity with spectral clustering in scale space

Author(s): 
K. Oweiss, R. Jin, Y. Suhail, F. Chen
Publication Date: 
Nov 2006
Journal/Conference Name: 
Computational Neuroscience (CNS) 2006

Assessing temporal and spatial evolution of clusters of functionally interdependent neurons using graph partitioning techniques

Author(s): 
K. Oweiss, R. Jin, Y. Suhail, F. Chen
Publication Date: 
Aug 2006
Journal/Conference Name: 
28th IEEE Eng. in Medicine and Biology 2006

Identifying functionally interdependent neurons from multielectrode array recordings in local and global network contexts

Author(s): 
K. Oweiss, R. Jin, Y. Suhail, F. Chen
Publication Date: 
Jul 2006
Journal/Conference Name: 
Substrate-integrated microelectrode arrays workshop 2006

A Mixture model for spike train ensemble analysis using spectral clustering

Author(s): 
R. Jin, Y. Suhail, K. Oweiss
Publication Date: 
Apr 2006
Journal/Conference Name: 
IEEE Int. Conf. Acoustics, Speech Signal Processing (ICASSP) 2006

Scale Space Processing and Clustering for Efficient Multi-Electrode Data Analysis of Large Neuronal Ensembles

Author(s): 
K. G. Oweiss, R. Jin, Y. Suhail
Publication Date: 
Mar 2005

Independent Component Analysis of Multichannel Neural Recordings at the Micro-Scale

Author(s): 
K. G. Oweiss, D.J. Anderson
Publication Date: 
Oct 2002

Neural Channel Identification of Multichannel Neural Recordings Using Multiresolution Analysis

Author(s): 
K. G. Oweiss, D.J. Anderson
Publication Date: 
Oct 2000