- Learning parameters of causal generative models by the approximate method of moments.
- Statistical models for natural sounds. The sounds for this talk can be found here.
- Auditory Gestalt from natural scene-statistics.
- Bayesian Amplitude Demodulation: A new family of statistical signal processing algorithms.
- A new generative model for sounds: The Gaussian Modulation cascade process Sounds drawn from the forward model: sound1 and sound2
- A Maximum Likelihood Algorithm For Slow Feature Analysis, the demos shown in the talk can be found here. Load up annealing_dem.m - you'll need the .mat files listed in the script too
- Online inference of a stimulus with a dynamically changing variance: modeling the data of Fairhall et al (2001, Nature) using a factorial linear dynamical system here. (a summary of Fairhall and Smirnakis's results is here)