Aapo Hyvärinen: Publications

Publications by topic

Unsupervised deep learning Causal discovery Estimation theory Brain imaging data analysis Natural image statistics The FastICA algorithm Independent component analysis Further unsupervised learning Experimental vision research

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Highlights: (in approx. reverse chronological order)

Affective NeuroAI:
Painful intelligence: What AI can tell us about human suffering

Nonlinear ICA or disentanglement:
Time-Contrastive Learning, Identifiable VAE, Review paper

Causal discovery, structural equation models:
Linear non-Gaussian acyclic model, Nonlinear causal discovery

Estimation of unnormalized (=energy-based) probabilistic models:
Score matching, Noise-contrastive estimation

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

Independent component analysis:
FastICA algorithm, Validating components (ICASSO), ICA book


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