Aapo Hyvärinen: Publications

Publications by topic

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Highlights: (in approx. reverse chronological order)

Nonlinear ICA or unsupervised deep learning:
Time-Contrastive Learning, Permutation-Contrastive Learning

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

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

Validating independent components:
ICASSO, Testing the mixing matrix

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

Independent component analysis:
FastICA algorithm, ICA book

Complete publication list

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