Aapo Hyvärinen



Arxiv: ICE-BeeM: Identifiable Conditional Energy-Based Deep Models

Arxiv: Relative gradient optimization of the Jacobian term in unsupervised deep learning

Arxiv: Independent innovation analysis for nonlinear vector autoregressive process

Arxiv: Modeling Shared Responses in Neuroimaging Studies through MultiView ICA

NeuroImage: Nonlinear ICA of fMRI reveals primitive temporal structures linked to rest, task, and behavioral traits

UAI2020: Hidden Markov Nonlinear ICA: Unsupervised Learning from Nonstationary Time Series

UAI2020: Robust contrastive learning and nonlinear ICA in the presence of outliers

AISTATS2020: Variational Autoencoders and Nonlinear ICA: A Unifying Framework

Contact Information at University of Helsinki

Email: aapo.hyvarinenhelsinki.fi

Physical location:
Office room A345
Exactum Building
Pietari Kalmin katu 5
FIN-00560 Helsinki

Postal address:
P.O. Box 68
Dept of Computer Science
FIN-00014 University of Helsinki