SDA 2025 syllabus
Signal & Data Analysis in Neuroscience (27-505)
Second semester, 2025
Syllabus
Signals & data in neuroscience
Stochastic processes
Poisson processes
Single spike train
Multiple spike trains
Event related activity
Neural encoding
Neural discrimination
Neural decoding
Optimization
Information theory
Dimensionality reduction
Independent component analysis (ICA)
Clustering
Frequency domain
Systems
Filters
Spectral analysis
Wavelets