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cs.LG2021★ 1 cited
Binary Independent Component Analysis: A Non-stationarity-based Approach
Antti Hyttinen, Vitória Barin-Pacela, Aapo Hyvärinen
We consider independent component analysis of binary data. While fundamental in practice, this case has been much less developed than ICA for continuous data. We start by assuming…
stat.ML2021
Adaptive Multi-View ICA: Estimation of noise levels for optimal inference
Hugo Richard, Pierre Ablin, Aapo Hyvärinen +2
We consider a multi-view learning problem known as group independent component analysis (group ICA), where the goal is to recover shared independent sources from many views. The st…