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PUBLICATIONS
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T. P. Zanos, S. H.
Courellis, R. E. Hampson, V. Z. Marmarelis, T. W. Berger, “A
multi-input modeling approach to quantify
hippocampal nonlinear dynamic transformations”, Proc. of IEEE
2006 International Conference of the EMBS, New York, NY,
2006 (submitted)
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T.
P. Zanos, S. H. Courellis, R. Hampson, V. Z. Marmarelis, T. W.
Berger, “Modeling transformations of neural information flow in
behaving rats: A multi-input / multi-output approach”, Proc. of
10th Annual Fred S. Grodins Graduate Symposium, Los
Angeles, CA, 2006 (pdf)
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T. P. Zanos, S. H. Courellis, R. Hampson, V. Z.
Marmarelis, T. W. Berger, “Spatiotemporal kernels describing
hippocampal nonlinear dynamics in behaving rats”, Proc. of 9th
Annual Fred S. Grodins Graduate Symposium, Los Angeles, CA, 2005
(pdf)
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V. Z. Marmarelis, T. P. Zanos, S. H. Courellis,
T. W. Berger, “Boolean Modeling of Neural Systems with
Point-Process Inputs and Outputs”, Proc. of IEEE 2006
International Conference of the EMBS, New York, NY, 2006
(submitted)
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S. H. Courellis, T. P. Zanos, M. C. Hsiao, R. E.
Hampson, S. A. Deadwyler, V. Z. Marmarelis, T. W. Berger,
“Modeling Hippocampal Nonlinear Dynamic Transformations with
Principal Dynamic Modes”, Proc. of IEEE 2006 International
Conference of the EMBS, New York, NY, 2006
(submitted)
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M. Hsiao, C. H. Chan, V. Srinivasan, A. Ahuja, G.
Erinjippurath, T. P. Zanos, G. Gholmieh, D. Song, J. D. Wills,
J. LaCross, S. H. Courelis, A. R. Tanguay, J. J. Granacki, V. Z.
Marmarelis, T. W. Berger, “VLSI Implementation of a nonlinear
neuronal model: A “Neural Prosthesis” to restore hippocampal
trisynaptic dynamics, Proc. of IEEE 2006 International
Conference of the EMBS, New York, NY, 2006
(submitted)
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M. Hsiao, V. Srinivasan, T. P. Zanos, A. Ahuja,
G. Gholmieh, S. H. Courellis, D. Song, V. Z. Marmarelis, J.
LaCross, J. D. Wills, A. R. Tanguay, J. J. Granacki, T. W.
Berger, “Cortical Prosthesis Project: Proof-of-Concept in
Hippocampal Slice”, Proc. of 10th Annual Fred S.
Grodins Graduate Symposium, Los Angeles, CA, 2006
(pdf)
RESEARCH ACTIVITIES
PROJECTS
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Nonlinear and Nonstationary Modeling of Biomedical Systems
Vasilis Z. Marmarelis, Ph.D. - Project Leader
Biomedical Simulations Resource, USC
This project is dedicated to the development of practical
modeling methodologies using experimental or clinical data from
physiological systems under natural operating conditions. The
latter places the problem in its true operating context for the
first time, and implies methodological capability to capture the
dynamic nonlinearities and nonstationarities of the
physiological systems in a stochastic broadband context. Due to
the complexity of this fundamental problem, we have taken a
gradualist step-by-step approach, building on the rigorous and
general mathematical foundation of the Volterra-Wiener approach
as extended and adapted to various applications over the last
thirty years. It is gratifying to note that our efforts have
succeeded in developing a solid foundation for a general
modeling approach capable of tackling this problem in a
practical context by fulfilling the specific objectives proposed
for the current funding cycle. More information
here.
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Cortical Prosthesis Testbed
Theodore
W. Berger, Ph.D. - Project Leader
Biomimetic MicroElectronic Systems Engineering Research Center,
USC
The goal of this testbed is to develop prosthetic
systems to replace cortical brain regions lost due to damage or
disease, and to restore the cognitive functions supported by
those brain regions. The Cortical Prosthesis team is focusing on
a prosthetic for the hippocampal formation, a peri/allocortical
brain system essential for long-term memory. Damage to the
hippocampus is consistently associated with the pathological
indicators and neurological symptoms related to traumatic brain
injury, stroke, epilepsy, and Alzheimer’s disease.
More information
here.
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