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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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 ...

Probabilistic safety assessment (PSA ... The rapid development of the method has resulted in its extensive use. This report reviews the general bases of PSA, emphasizing its merits and limits as well ...

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

The Multi-source Probabilistic Inference (MUPI) research group studies statistical machine learning and artificial intelligence. We develop new methods and algorithms for coping with uncertainty in ...