Alessio Benavoli - Publications, H-index & Citations

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Alessio Benavoli

Trinity College Dublin

20H-index

153Paper Count

2.0KCitation Count

Published Papers 25

Publication Date

A tutorial on learning from preferences and choices with Gaussian processes

Foundations and Trends in Machine Learning

IF25.4

2026-04-21

PREAI

Benavoli, Alessio; Azzimonti, Dario

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Connecting classical finite exchangeability to quantum theory and indistinguishability

International Journal of Approximate Reasoning

IF3

2025-11-19

PREAI

Alessio Benavoli; Alessandro Facchini; Marco Zaffalon

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Gaussian process with dissolution spline kernel for in vitro dissolution testing

JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES C-APPLIED STATISTICS

IF1.3

2025-10-01

PREAI

Murphy, Fiona; Navas Bachiller, Marina; D'Arcy, Deirdre M.; Benavoli, Alessio

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Bayes' Rule Using Imprecise Probabilities [Lecture Notes]

IEEE SIGNAL PROCESSING MAGAZINE

IF9.6

2024-04-16

PREAI

Ristic, Branko; Benavoli, Alessio; Arulampalam, Sanjeev

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MACHINE LEARNING

IF2.9

2023-01-25

OAAI

Schuerch, Manuel; Azzimonti, Dario; Benavoli, Alessio; Zaffalon, Marco

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Nonlinear desirability as a linear classification problem

INTERNATIONAL JOURNAL OF APPROXIMATE REASONING

IF3

2023-01-01

OAAI

Casanova, Arianna; Benavoli, Alessio; Zaffalon, Marco

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Quantum indistinguishability through exchangeability

INTERNATIONAL JOURNAL OF APPROXIMATE REASONING

IF3

2022-12-01

OAAI

Benavoli, Alessio; Facchini, Alessandro; Zaffalon, Marco

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

MACHINE LEARNING

IF2.9

2021-09-13

OAAI

Benavoli, Alessio; Azzimonti, Dario; Piga, Dario

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Recursive estimation for sparse Gaussian process regression

AUTOMATICA

IF5.9

2020-10-01

OAAI

Schuerch, Manuel; Azzimonti, Dario; Benavoli, Alessio; Zaffalon, Marco

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Skew Gaussian processes for classification

MACHINE LEARNING

IF2.9

2020-09-04

OAAI

Benavoli, Alessio; Azzimonti, Dario; Piga, Dario

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Rao-Blackwellized sampling for batch and recursive Bayesian inference of Piecewise Affine models

AUTOMATICA

IF5.9

2020-07-01

PREAI

Piga, Dario; Bemporad, Alberto; Benavoli, Alessio

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A tutorial on uncertainty modeling for machine reasoning

INFORMATION FUSION

IF15.5

2020-03-01

OAAI

Ristic, Branko; Gilliam, Christopher; Byrne, Marion; Benavoli, Alessio

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Sum-of-squares for bounded rationality

INTERNATIONAL JOURNAL OF APPROXIMATE REASONING

IF3

2019-02-01

OAAI

Benavoli, Alessio; Facchini, Alessandro; Piga, Dario; Zaffalon, Marco

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Statistical comparison of classifiers through Bayesian hierarchical modelling

MACHINE LEARNING

IF2.9

2017-05-18

OAAI

Corani, Giorgio; Benavoli, Alessio; Demsar, Janez; Mangili, Francesca; Zaffalon, Marco

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Introduction to the special issue on Bayesian Nonparametrics

INTERNATIONAL JOURNAL OF APPROXIMATE REASONING

IF3

2017-04-01

OAAI

Benavoli, Alessio; Lijoi, Antonio; Mira, Antonietta

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A probabilistic interpretation of set-membership filtering: Application to polynomial systems through polytopic bounding

AUTOMATICA

IF5.9

2016-08-01

OAAI

Benavoli, Alessio; Piga, Dario

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A Bayesian approach for comparing cross-validated algorithms on multiple data sets

MACHINE LEARNING

IF2.9

2015-03-24

OAAI

Corani, Giorgio; Benavoli, Alessio

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New prior near-ignorance models on the simplex

INTERNATIONAL JOURNAL OF APPROXIMATE REASONING

IF3

2015-01-01

OAAI

Mangili, Francesca; Benavoli, Alessio

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Belief function and multivalued mapping robustness in statistical estimation

INTERNATIONAL JOURNAL OF APPROXIMATE REASONING

IF3

2014-01-01

OAAI

Benavoli, Alessio

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The Generalized Moment-Based Filter

IEEE TRANSACTIONS ON AUTOMATIC CONTROL

IF7

2013-10-01

PREAI

Benavoli, Alessio

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Research Directions