The equivalence of information-theoretic and likelihood-based methods for neural dimensionality reduction

Ross S. Williamson, Maneesh Sahani, Jonathan W. Pillow

Stimulus dimensionality-reduction methods in neuroscience seek to identify a low-dimensional space of stimulus features that affect a neuron's probability of spiking. One popular m…