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, ...

Enhanced computing performance is achieved using nanomaterial-based probabilistic-bits with high operational stability.

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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 ...

Probabilistic models ... As with most optimization methods for nonconcave functions, the expectation maximization algorithm comes with guarantees only of convergence to a local maximum of the ...