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Alessio Benavoli

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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

PhD position

I have a fully-funded PhD position (part of the SFI-CRT in AI) on the development of machine learning methods for large scale time series extrinsic regression (more details here). Reach out for me if you want to chat about doing a PhD at Trinity College Dublin! The next deadline to submit an application is February 29th 2023.

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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