Machine Learning Coffee seminar: Samuel Kaski ”Probabilistic modelling with the experts”
Milloin
Missä
Tapahtuman kieli
Probabilistic modelling with the experts
Professor of Computer Science, Aalto University
Abstract
I will discuss multiple-data-source prediction problems typical of omics-based precision medicine. What is less typical is that some of the data sources are expert users, whose time is costly, changing the problem to active learning or experimental design for prediction. We have addressed this setup as a probabilistic modelling problem, where different types of sources need different modelling assumptions. I will demonstrate that promising results can be achieved in treatment effectiveness prediction tasks in restricted settings, even by explaining human variation with noise models. Richer behaviour requires richer models that draw from cognitive science.
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Suomen tekoälykeskus FCAI (ulkoinen linkki)
Tekoälyn tutkimuksen ja kehittämisen keskus.
Helsinki Institute for Information Technology HIIT (ulkoinen linkki)
HIIT on Aalto-yliopiston ja Helsingin yliopiston yhteinen tietotekniikan tutkimuslaitos
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