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2021

Benavoli, Alessio ; Azzimonti, Dario ; Piga, Dario

Choice functions based multi-objective Bayesian optimisation Technical Report

2021.

Abstract | Links | BibTeX | Tags: bayesian nonparametric, bayesian optimisation, Gaussian Process

Benavoli, Alessio ; de Campos, Cassio

Bayesian Kernelised Test of (In)dependence with Mixed-type Variables Conference

The 8th IEEE International Conference on Data Science and Advanced Analytics (DSAA). Porto, Portugal, 2021.

Abstract | Links | BibTeX | Tags: bayesian nonparametric

Benavoli, Alessio; Azzimonti, Dario; Piga, Dario

A unified framework for closed-form nonparametric regression, classification, preference and mixed problems with Skew Gaussian Processes Journal Article

Machine Learning, pp. 1-39, 2021.

Abstract | Links | BibTeX | Tags: bayesian nonparametric, Gaussian Process

Kania, Lucas ; Schürch, Manuel ; Azzimonti, Dario ; Benavoli, Alessio

Sparse Information Filter for Fast Gaussian Process Regression Conference

European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases ECML PKDD, 2021.

Abstract | Links | BibTeX | Tags: bayesian nonparametric, Gaussian Process

Corani, Giorgio; Benavoli, Alessio; Augusto, Joao; Zaffalon, Marco

Time series forecasting with Gaussian Processes needs priors Inproceedings

European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases ECML PKDD , 2021.

Links | BibTeX | Tags: bayesian nonparametric, Gaussian Process, Gaussian processes

2020

Benavoli, Alessio; Azzimonti, Dario; Piga, Dario

Skew Gaussian Processes for Classification Journal Article

Machine Learning, 109 , pp. 1877–1902, 2020.

Abstract | Links | BibTeX | Tags: bayesian nonparametric, Gaussian Process

2015

Benavoli, Alessio ; de Campos, Cassio P

Statistical Tests for Joint Analysis of Performance Measures Inproceedings

Suzuki, Joe ; Ueno, Maomi (Ed.): Advanced Methodologies for Bayesian Networks: Second International Workshop, AMBN 2015, Yokohama, Japan, November 16-18, 2015. Proceedings, pp. 76–92, Springer International Publishing, Cham, 2015, ISBN: 978-3-319-28379-1.

Links | BibTeX | Tags: bayesian nonparametric, hypothesis testing