Non-parametric Interpretation and Validation of the Parametric Short-term Plasticity Models

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

Volumn 2, Issue , 2003, Pages 1901-1904

  Song, D ^a   Wang, Z ^a,b   Marmarelis, V Z ^a   Berger, T W ^a,b  

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

^b UNIVERSITY OF SOUTHERN CALIFORNIA   (United States)

Author keywords

Laguerre expansion; Non parametric model; Poisson inputs; Synaptic plasticity; System kernel; Volterra model

Indexed keywords

CELLS; CORRELATION METHODS; DISCRETE TIME CONTROL SYSTEMS; ELECTRIC POTENTIAL; FUNCTIONS; MATHEMATICAL MODELS; MICROELECTRODES; OPTIMIZATION; PLASTICITY;

LAGUERRE EXPANSION; NON-PARAMETRIC MODEL; POISSON INPUTS; SYNAPTIC PLASTICITY; SYSTEM KERNEL; VOLTERRA MODEL;

LIVING SYSTEMS STUDIES;

EID: 1542331486     PISSN: 05891019     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (6)

1. R. S. Zucker and W. G. Regehr, "Short-term synaptic plasticity," Annual Review of Physiology, vol. 64, pp. 355-405, 2002.
2. R. J. Sclabassi, J. L. Eriksson, R. L. Port, G. B. Robinson, and T. W. Berger, "Nonlinear systems analysis of the hippocampal perforant path-dentate projection. I. Theoretical and interpretational considerations," Journal of Neurophysiology, vol. 60, pp. 1066-76, 1988.
3. J. S. Dittman, A. C. Kreitzer, and W. G. Regehr, "Interplay between facilitation, depression, and residual calcium at three presynaptic terminals," Journal of Neuroscience, vol. 20, pp. 1374-85, 2000.
4. D. Song, V. Z. Marmarelis, and T. W. Berger, "Parametric and Non-parametric Models of Short-term Plasticity," Proceedings of 2nd Joint EMBS-BMES Conference, No. 881, 2002.
5. D. Song, Z. Wang, V. Z. Marmarelis, and T. W. Berger, "Nonlinear system kernel analysis of short-term plasticity in hippocampal CA1 pyramidal cell," Society for Neuroscience Abstracts, No. 146.1, 2002.
6. V. Z. Marmarelis, "Identification of nonlinear biological systems using Laguerre expansions of kernels," in IEEE Transactions on Biomedical Engineering, vol. 40, 1993, pp. 1149-58.