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Research

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Bayesian Hypothesis Tests

Bayesian Hypothesis Tests for Machine Learning

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Skew Gaussian Processes

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Linear Time Gaussian Processes

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Prior Ignorance

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Quantum Information

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Robust Dynamical Systems

Ongoing projects

HLOOP - Humans-in-the-Loop towards a more effective AI in manufacturing

Highlighted publications

Alessio Benavoli, Dario Azzimonti, Dario Piga: A unified framework for closed-form nonparametric regression, classification, preference and mixed problems with Skew Gaussian Processes. In: Machine Learning, pp. 1-39, 2021.
Benavoli , Alessio, Facchini, Alessandro, Zaffalon, Marco: The Weirdness Theorem and the Origin of Quantum Paradoxes. In: Foundations of Physics, vol. 51, no. 95, 2021.
Benavoli, Alessio, Corani, Giorgio, Demsar, Janez, Zaffalon, Marco: Time for a change: a tutorial for comparing multiple classifiers through Bayesian analysis. In: Journal of Machine Learning Research, vol. 18, no. 77, pp. 1-36, 2017.

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