Statistical selection of multiple-input multiple-output nonlinear dynamic models of spike train transformation

Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings

Volumn , Issue , 2007, Pages 4727-4730

  Song, Dong ^a,b   Chan, Rosa H M ^a,b   Marmarelis, Vasilis Z ^a,b   Hampson, Robert E ^c   Deadwyler, Sam A ^c   Berger, Theodore W ^a,b  

^a IEEE

^b University of Southern California ^*  (United States)

^c WAKE FOREST SCHOOL OF MEDICINE   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

DYNAMIC MODELS; LIVING SYSTEMS STUDIES; MODEL STRUCTURES; STATISTICAL METHODS;

KERNEL BASED MODEL; SPIKE TRAIN TRANSFORMATION; VOLTERRA KERNEL MODELS;

PROSTHETICS;

ANIMAL; ARTICLE; BEHAVIOR; BIOLOGICAL MODEL; BRAIN; ELECTROSTIMULATION; NERVE CELL; PHYSIOLOGY; RAT; STATISTICAL MODEL;

ANIMALS; BEHAVIOR; BRAIN; ELECTRIC STIMULATION; LIKELIHOOD FUNCTIONS; MODELS, NEUROLOGICAL; MODELS, STATISTICAL; NEURONS; RATS;

EID: 57649243926     PISSN: 05891019     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2007.4353395     Document Type: Conference Paper

References (5)

1. D. Song, R. H. M. Chan, V. Z. Marmarelis, R. E. Hampson, S. A. Deadwyler, and T. W. Berger "Nonlinear dynamic modeling of spike train transformations for hippocampal-cortical prostheses," IEEE Transactions on Biomedical Engineering, vol. 54, 2007.
2. R. E. Hampson, J. D. Simeral, and S. A. Deadwyler, "Distribution of spatial and nonspatial information in dorsal hippocampus," Nature, vol. 402, pp. 610-4, 1999.
3. V. Z. Marmarelis, "Identification of nonlinear biological systems using Laguerre expansions of kernels," Annals of Biomedical Engineering, vol. 21, pp. 573-589, 1993.
4. E. N. Brown, R. Barbieri, V. Ventura, R. E. Kass, and L. M. Frank, "The time-rescaling theorem and its application to neural spike train data analysis," Neural Computation, vol. 14, pp. 325-46, 2002.
5. M. H. Kutner, C. J. Nachtsheim, J. Neter, and W. Li, "Applied linear statistical models," 5th ed. Boston, MA: McGraw-Hill/Irwin, 2004