Surya Ganguli, Neural Dynamics and Computation Lab, Stanford University, California

Complex Neural Dynamics and High-Dimensional Data Analysis (7.5h)

1. Dynamic mean-field theory of neural networks.

2. Chaos and correlations in high dimensional neural dynamics.

3. Theory of Fisher information in correlated neural populations.

4. Random matrix theory in high-dimensional statistics.

5. Information in the brain: from random matrices to the accuracy of perception.