Fields
- Information Systems and Artificial Intelligence
- Neurobiology - Psychophysics
- Physics
Information Systems and Artificial Intelligence
- Prediction using Monte Carlo trajectory sampling and parametrized systems (artificial neural networks)
- Blind statistical methods for optimization of information transfer
- Sequential Bayesian estimation and
model selection in parametrized systems
- SDS Actor Critic architecture for reinforcement learning
- Wavelet compression of behavioural templates
- Recognition of behaviors
- Intelligent computer-human interface
- Simulation of goal oriented robot and robot group
- Optimization of HW-SW codesign
- Self-learning game-playing SW: Othello, Backgammon, Chess, Go
- Inference in probabilistic graphical
models
Neurobiology - Psychophysics
- Modeling the hippocampus and the entorhinal cortex of the brain
- Modeling the matrisome/striosome system
of the basal ganglia and their interaction with the neocortex
-
Psychophysical studies and modeling of Alzheimer disease
- Audio virtual reality and augmented
reality for Parkinson patients
- Visual virtual reality and augmented reality for Parkinson patients
- Development of 3D animations for monkey experiments
- Optimization for inferotemporal neural
responses using geon structures
Physics
- Optimization of femtosecond laser pulses for selective laser chemistry
- Learning to control and optimal control
of non-linear physical systems
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