Azzimonti, Dario

9 publications

UAI 2024 Linearly Constrained Gaussian Processes Are SkewGPs: Application to Monotonic Preference Learning and Desirability Alessio Benavoli, Dario Azzimonti

UAI 2024 Probabilistic Reconciliation of Mixed-Type Hierarchical Time Series Lorenzo Zambon, Dario Azzimonti, Nicolò Rubattu, Giorgio Corani

MLJ 2023 Correlated Product of Experts for Sparse Gaussian Process Regression Manuel Schürch, Dario Azzimonti, Alessio Benavoli, Marco Zaffalon

UAI 2023 Learning Choice Functions with Gaussian Processes Alessio Benavoli, Dario Azzimonti, Dario Piga

PGM 2022 Bounding Counterfactuals Under Selection Bias Marco Zaffalon, Alessandro Antonucci, Rafael Cabañas, David Huber, Dario Azzimonti

MLJ 2021 A Unified Framework for Closed-Form Nonparametric Regression, Classification, Preference and Mixed Problems with Skew Gaussian Processes Alessio Benavoli, Dario Azzimonti, Dario Piga

ECML-PKDD 2021 Sparse Information Filter for Fast Gaussian Process Regression Lucas Kania, Manuel Schürch, Dario Azzimonti, Alessio Benavoli

ECML-PKDD 2020 Probabilistic Reconciliation of Hierarchical Forecast via Bayes' Rule Giorgio Corani, Dario Azzimonti, João P. S. C. Augusto, Marco Zaffalon

MLJ 2020 Skew Gaussian Processes for Classification Alessio Benavoli, Dario Azzimonti, Dario Piga