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.