Research interests and publicationsCurriculum Vitae
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Real Dynamics
I am interested in how the dynamic complexity of a system evolves under deformations.
This evolution is in general only partly understood. Following classical methods, I approach
simple examples of dynamical systems from a quantitative perspective and I make
use of the topological entropy as a particularly useful complexity measure.
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Complexity of real dynamical systems,
topological entropy
The connected isentropes conjecture in a space of quartic polynomials, 2007. Discrete and Continuous Dynamical Systems - Series B, 19 (1) 139-175.
Computing topological entropy in a space of quartic polynomials , 2007. Journal of Statistical Physics, 130 (2) 373-385.
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Neural models of synaptic learning
(with Paul Adams ,
Neuroscience Department, Stony Brook University)
Recent work on Long Term Potentiation in brain slices shows
that Hebb's rule is not completely synapse-specific, possibly due to
intersynapse calcium diffusion. We extend the classical Oja
unsupervised learning model of a single linear neuron to include
Hebbian infidelity, by introducing an error matrix which
expresses the crosstalk between Hebbian updating at different
connections.
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Synaptic plasticity and network dynamics in learning and memory processes
Hebbian inspecificity in Oja unsupervised learning (with Paul Adams and Kingsley Cox), 2009. To appear in the Journal of Theoretical Biology (ArXiv)
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Clinical neuroscience
(with the Laboratory
for the Study of Emotion and Cognition, Stony Brook University Hospital)
My research targets in particular schizophrenia and attention deficit hyperactivity disorder (ADHD).
Both are surprisingly widespread illnesses, with complex symptoms and mysterious causes,
with dramatic impact on both individual and society. I am workig on developing a rigorous
mathematical tool-box for the study of the dynamics and complexity of the two conditions.
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A complex systems approach to dysregulation in psychiatric conditions
Schizophrenia - a parameters, game?, 2008. Journal of Theoretical Biology, 254 (1) 89-98 (ArXiv)
A systems approach to prefrontal-limbic dysregulation in schizophrenia , 2008 (with L. R. Mujica-Parodi). Neuropsychobiology, 57 (4) 206-216.
A multi-etiology model of systemic degeneration in schizophrenia, 2009. To appear in the Journal of Theoretical Biology (ArXiv)
A principal component network analysis of prefrontal-limbic fMRI time series in schizophrenia patients and healthy controls, 2009 (with L.R. Mujica-Parodi). To appear in Psychiatry Research: Neuroimaging.
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Miscellaneous papers and work in progress
Psychic embedding - vision and delusion, under review (Cogprints)
Combinatorics of sawtooth families and neural networks , in preparation
A dynamical systems model of schizophrenia, with Randy O'Reilly, in preparation
Delusion and chaos: a review of the brain dynamics studies of schizophrenia, in preparation
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