Aapo Hyvärinen: Publications

Publications by topic (until 2016!):

Highlights: (in approx. chronological order)

Independent component analysis:
FastICA algorithm, ICA book

Natural image statistics and vision modelling:
Topographic ICA, Natural Image Statistics book

Validating independent components:
ICASSO, Testing the mixing matrix

Estimation theory for unnormalized probabilistic models:
Score matching, Noise-contrastive estimation

Bayesian networks and structural equation models:
Linear non-Gaussian acyclic model, Measures of causal direction

Nonlinear ICA:
Time-Contrastive Learning