Aapo Hyvärinen

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NeurIPS2021: Shared Independent Component Analysis for Multi-Subject Neuroimaging

NeurIPS2021: Disentangling Identifiable Features from Noisy Data with Structured Nonlinear ICA

AISTATS2021: Causal Autoregressive Flows

AISTATS2021: Independent innovation analysis for nonlinear vector autoregressive process

JNE: Uncovering the Structure of Clinical EEG Signals with Self-supervised Learning

NeurIPS2020: ICE-BeeM: Identifiable Conditional Energy-Based Deep Models

NeurIPS2020: Relative gradient optimization of the Jacobian term in unsupervised deep learning

NeurIPS2020: Modeling Shared Responses in Neuroimaging Studies through MultiView ICA

Teaching

- Computational Cognitive Neuroscience, 3rd period in 2021/22.

- Seminar in Neuroinformatics 7: [topic to be decided], 3rd and 4th period in 2021/22.

- Advanced Reseach Topics in Data Science, 4rd period in 2021/22.

Past:

- Seminar in Neuroinformatics 6: AI and Ethics, 3rd and 4th period in 2020/21.

- Computational Cognitive Neuroscience, 3rd period in 2020/21.

- 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.