homepage: | http://users.ics.tkk.fi/jtpelto/ |
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Description
I am an academy research fellow and docent (adjunct professor) at Aalto University, Department of Information and Computer Science, where I am a member of the Statistical Machine Learning and Bioinformatics research group. I previously worked at University of Sheffield, Sheffield Institute for Translational Neuroscience, with Prof. Magnus Rattray and Prof. Neil Lawrence. I am a member of the Adaptive Informatics Research Centre, Helsinki Institute for Information Technology HIIT, and the PASCAL2 Network of Excellence. My research interests include probabilistic generative and information-theoretic methods and formalisms such as learning metrics, especially for application in visualization, clustering, and bioinformatics.
Lectures:
lecture Focused Multi-task Learning Using Gaussian Processes as author at Sessions, 2738 views |
summary Discussion and Future Directions as presenter at Learning from Multiple Sources, 3070 views |
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lecture Fast Discriminative Component Analysis for Comparing Examples as author at NIPS Workshop on Learning to Compare Examples, Whistler 2006, 3529 views |