I am a fifth-year graduate student soon to receive my PhD from Princeton University's
department of Chemical and Biological Engineering, with a Graduate Certificate in Computational and Information Science.
My research interests are in data mining and dimensionality reduction for high-dimensional dynamical systems,
with applications in robotic perception and planning, and computational neuroscience.
A differential-drive robot with LIDAR as its primary sense..
Use nonlinear manifold learning to discover automatically both the true dimensionality and the underlying spatial coordinates that define a high-dimensional simulation trajectory.
Simulation of circadian rhythms in the suprachiasmatic nucleus of the hypothalamus.
ANOVA and PCE for Biological Neural Networks
Use ANOVA to perform integrals for polynomial chaos expansions.
Next Task Decider
Process task list and decide what I should do next.
Debriefing Neural Networks for Nonlinear Dynamics
Using neural networks as models for process dynamics, and using manifold learning to understand and simplify the fitted networks.
Simulation of the formation of dominance hierarchies through social combat.
Include a diffusing neuromodulatory signal in a simulation of a biological neural network.