The course will review the fundamentals of probability and statistics, and introduce the methodologies that are commonly adopted in mechanical engineering domain. The concepts of uncertainty, ...

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We use our method to quantify the uncertainty of future sea-level rise. It allows us to estimate a "very likely" range. "Very ...

all specializing in probabilistic machine learning methods and their applications. The groups are led by professors Luigi Acerbi, Antti Honkela, Aapo Hyvärinen, Arto Klami, Mikko Koivisto, Kai ...

RoCAL uses probabilistic methods and neural networks to solve motion planning and control in the dynamic dual space. These new control schemes have the advantages as: 1, converting constraints into ...