Aapo Hyvärinen

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ArXiv: Variational Autoencoders and Nonlinear ICA: A Unifying Framework

UAI2019: Causal Discovery with General Non-Linear Relationships Using Non-Linear ICA

AISTATS2019: Nonlinear ICA Using Auxiliary Variables and Generalized Contrastive Learning

AISTATS2019: Estimation of Non-Normalized Mixture Models and Clustering Using Deep Representation

Arxiv: Neural Empirical Bayes

NeuroImage: Decoding attentional states for neurofeedback: Mindfulness vs. wandering thoughts

Github: Code for Time-Contrastive Learning

Teaching at University of Helsinki

None planned in the near future; here's a list of past courses:

- Computational Cognitive Neuroscience, 3rd period in 2015/16.

- Unsupervised Machine Learning, 4th period in 2014/15.

- Seminar in Neuroinformatics 5: Emotion in Machines and Humans , 3rd and 4th period in 2014/15.

- Unsupervised Machine Learning, 4th period in 2013/14.

- Unsupervised Machine Learning, 3rd period in 2012/13.

- Seminar on Neuroinformatics 4: Consciousness in brains and machines, 3rd and 4th period in 2011/12.

- Unsupervised Machine Learning, 4th period in 2011/12.

- Seminar on Neuroinformatics 3: Social interaction in agents and humans, 3rd and 4th period in 2010/11.

- Unsupervised Machine Learning, 4th period in 2010/11.

- Seminar on Neuroinformatics 2: Natural Image Statistics, 3rd and 4th period in 2009/10.

- Unsupervised Machine Learning, 4th period in 2009/10.

- Seminar on Neuroinformatics: Advanced data analysis methods in brain imaging, 1st and 2nd period in 2008/9.

- Unsupervised Machine Learning, 4th period in 2008/9.

- Modelling of Vision, given in 2004-2008.