Information theoretic bounds on neural prosthesis effectiveness: The importance of spike sorting

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

Volumn , Issue , 2008, Pages 5204-5207

  Goodman, Ilan N ^a   Johnson, Don H ^a  

^a Rice University   (United States)

Author keywords

Information capacity; Neural populations; Neural prosthetics; Spike sorting

Indexed keywords

INFORMATION CAPACITY; NEURAL POPULATIONS; NEURAL PROSTHETICS; SPIKE SORTING;

ACOUSTICS; INFORMATION THEORY; LOCOMOTIVES; POISSON DISTRIBUTION; RAILROAD CARS; SIGNAL PROCESSING; SPEECH;

PROSTHETICS;

EID: 51449093564     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICASSP.2008.4518832     Document Type: Conference Paper

References (8)

1. M. Nicolelis, "Actions from thoughts," Nature, vol. 409, pp. 403-407, 2001.
2. D. H. Johnson and I. N. Goodman, "Inferring the capacity of the vector Poisson channel with a Bernoulli model," To appear in Network: Computation in Neural Systems, 2007.
3. I. N. Goodman and D. H. Johnson, "Information theoretic bounds on the effectiveness of neural prosthetics," BMC Neuroscience, vol. 8 (Suppl 2), p. S8, 2007.
4. Y. Kabanov, "The capacity of a channel of the Poisson type," Theory Prob. and Applications, vol. 23, pp. 143-147, 1978.
5. A. B. Schwartz, X. T. Cui, D. J. Weber, and D. W. Moran, "Brain-controlled interfaces: Movement restoration with neural prosthetics," Neuron, vol. 52, pp. 205-220, October 2006.
6. M. S. Lewicki, "A review of methods for spike sorting: The detection and classification of neural action potentials," Network: Computation in Neural Systems, vol. 9, pp. R53-R78, 1998.
7. I. N. Goodman and D. H. Johnson, "Orthogonal decompositions of multivariate statistical dependence measures," Proc. 2004 International Conference of Acoustics, Speech, and Signal Processing, May 2004.
8. F. Wood, M. J. Black, C. Vargas-Irwin, M. Fellows, and J. P. Donoghue, "On the variability of spike sorting," IEEE Transactions on Biomedical Engineering, vol. 51, no. 6, pp. 912-918, June 2004.