118 entries « 1 of 3 »

2024

Benavoli, Alessio; Azzimonti, Dario

A tutorial on learning from preferences and choices with Gaussian Processes Journal Article

In: arXiv preprint arXiv:2403.11782, 2024.

Abstract | Links | BibTeX | Tags: Gaussian Process, preference

2023

Benavoli, Alessio; Facchini, Alessandro; Zaffalon, Marco

Closure operators, classifiers and desirability Proceeding

Proceedings of the Thirteenth International Symposium on Imprecise Probability: Theories and Applications, PMLR 215:25-36, 2023.

Abstract | Links | BibTeX | Tags: imprecise probability

Benavoli, Alessio; Azzimonti, Dario; Piga, Dario

Learning Choice Functions with Gaussian Processes Inproceedings

In: Evans, Robin J.; Shpitser, Ilya (Ed.): Proceedings of the Thirty-Ninth Conference on Uncertainty in Artificial Intelligence, pp. 141–151, PMLR, 2023.

Abstract | Links | BibTeX | Tags:

Ristic, Branko; Benavoli, Alessio; Arulampalam, Sanjeev

Credal Valuation Networks for Machine Reasoning Under Uncertainty Journal Article

In: IEEE Transactions on Artificial Intelligence, pp. 1-10, 2023.

Links | BibTeX | Tags:

Benavoli, Alessio; Facchini, Alessandro; Zaffalon, Marco

Connecting classical finite exchangeability to quantum theory Miscellaneous

2023.

Links | BibTeX | Tags: Quantum mechanics

Benavoli, Alessio; Azzimonti, Dario; Piga, Dario

Bayesian Optimization For Choice Data Inproceedings

In: 2023 Genetic and Evolutionary Computation Conference Companion (GECCO '23 Companion), July 15--19, 2023, Lisbon, 2023.

Abstract | Links | BibTeX | Tags:

Ristic, Branko; Benavoli, Alessio; Skvortsov, Alex

Robust target area search using sets of probabilities Journal Article

In: Digital Signal Processing, vol. 142, pp. 104195, 2023, ISSN: 1051-2004.

Abstract | Links | BibTeX | Tags: Autonomous search, Imprecise probabilities, Sensor control, Sequential Bayesian estimation

Kia, Arash; Waterson, James; Bargary, Norma; Rolt, Stuart; Burke, Kevin; Robertson, Jeremy; Garcia, Samuel; Benavoli, Alessio; Bergström, David

Determinants of Intravenous Infusion Longevity and Infusion Failure via a Nonlinear Model Analysis of Smart Pump Event Logs: Retrospective Study Journal Article

In: JMIR AI, vol. 2, pp. e48628, 2023, ISSN: 2817-1705.

Abstract | Links | BibTeX | Tags:

2022

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

Correlated Product of Experts for Sparse Gaussian Process Regression Journal Article

In: Machine Learning, 2022.

Abstract | Links | BibTeX | Tags:

Benavoli, Alessio; Facchini, Alessandro; Zaffalon, Marco

Why we should interpret density matrices as moment matrices: the case of (in)distinguishable particles and the emergence of classical reality Technical Report

2022.

Abstract | Links | BibTeX | Tags: Quantum mechanics

Almardeny, Yahya; Benavoli, Alessio; Boujnah, Noureddine; Naredo, Enrique

A Reinforcement Learning System for Generating Instantaneous Quality Random Sequences Journal Article

In: IEEE Transactions on Artificial Intelligence, pp. 1-1, 2022.

Links | BibTeX | Tags: reinforcement learning

Casanova, Arianna; Benavoli, Alessio; Zaffalon, Marco

Nonlinear desirability as a linear classification problem Journal Article

In: International Journal of Approximate Reasoning, vol. 152, pp. 1-32, 2022, ISSN: 0888-613X.

Abstract | Links | BibTeX | Tags: Coherence, Convex coherence, Imprecise probabilities, Monetary scale, Piecewise separators

Benavoli, Alessio; Facchini, Alessandro; Zaffalon, Marco

Quantum indistinguishability through exchangeability Journal Article

In: International Journal of Approximate Reasoning, vol. 151, pp. 389-412, 2022, ISSN: 0888-613X.

Abstract | Links | BibTeX | Tags: Coherence, Entanglement, Exchangeability, Indistinguishability, Quantum mechanics

McGrath, Eanna; Mahony, Nick; Fleming, Neil; Benavoli, Alessio; Donne, Bernard

Prediction of Functional Threshold Power from Graded Exercise Test Data in Highly-Trained Individuals Journal Article

In: International Journal of Exercise Science, vol. 15, no. 4, pp. 747, 2022.

Links | BibTeX | Tags:

2021

Benavoli, Alessio; Wyse, Jason; White, Arthur

Gaussian Processes to speed up MCMC with automatic exploratory-exploitation effect Inproceedings

In: ProbProg21, 2021.

Abstract | Links | BibTeX | Tags:

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; Facchini, Alessandro; Zaffalon, Marco

The Weirdness Theorem and the Origin of Quantum Paradoxes Journal Article

In: Foundations of Physics, vol. 51, no. 95, 2021.

Abstract | Links | BibTeX | Tags: Quantum mechanics

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

In: 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

Casanova, Arianna; Benavoli, Alessio; Zaffalon, Marco

Nonlinear Desirability as a Linear Classification Problem Inproceedings

In: ISIPTA'21 Int. Symposium on Imprecise Probability: Theories and Applications, PJMLR, 2021.

Abstract | Links | BibTeX | Tags: desirability, imprecise probability

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

Time series forecasting with Gaussian Processes needs priors Inproceedings

In: 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

Benavoli, Alessio; Facchini, Alessandro; Zaffalon, Marco

Quantum indistinguishability through exchangeable desirable gambles Inproceedings

In: ISIPTA'21 Int. Symposium on Imprecise Probability: Theories and Applications, PJMLR, 2021.

Abstract | Links | BibTeX | Tags: desirability, Quantum mechanics

Benavoli, Alessio; Balleri, Alessio; Farina, Alfonso

Joint Waveform and Guidance Control Optimization by Statistical Linearisation for Target Rendezvous Conference

IEEE Radar Conference 2021, May 8-14, Atlanta (USA), 2021.

Abstract | Links | BibTeX | Tags: Cognitive radar, radar tracking

Benavoli, Alessio; Azzimonti, Dario; Piga, Dario

Preferential Bayesian optimisation with Skew Gaussian Processes Inproceedings

In: 2021 Genetic and Evolutionary Computation Conference Companion (GECCO '21 Companion), July 10--14, 2021, Lille, France , ACM, New York, NY, USA, 2021, ISBN: 978-1-4503-8351-6/21/07.

Abstract | Links | BibTeX | Tags: Skew Gaussian Process; Bayesian Optimisation

Benavoli, Alessio; Corani, Giorgio

State Space Approximation of Gaussian Processes for Time Series Forecasting Inproceedings

In: Lemaire, Vincent; Malinowski, Simon; Bagnall, Anthony; Guyet, Thomas; Tavenard, Romain; Ifrim, Georgiana (Ed.): pp. 21–35, Springer International Publishing, Cham, 2021, ISBN: 978-3-030-91445-5.

Abstract | Links | BibTeX | Tags:

2020

Benavoli, Alessio; Azzimonti, Dario; Piga, Dario

Skew Gaussian Processes for Classification Journal Article

In: Machine Learning, vol. 109, pp. 1877–1902, 2020.

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

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

A tutorial on uncertainty modeling for machine reasoning Journal Article

In: Information Fusion, vol. 55, pp. 30 - 44, 2020, ISSN: 1566-2535.

Abstract | Links | BibTeX | Tags: imprecise probability

Piga, Dario; Bemporad, Alberto; Benavoli, Alessio

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

In: Automatica, vol. 117, 2020, ISSN: 0005-1098.

Abstract | Links | BibTeX | Tags: Bayesian inference, Markov Chain Monte Carlo, Particle filters, Piecewise-affine regression, Recursive identification

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

Orthogonally Decoupled Variational Fourier Features Journal Article

In: arXiv preprint arXiv:2007.06363, 2020.

Links | BibTeX | Tags:

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

Recursive estimation for sparse Gaussian process regression Journal Article

In: Automatica, vol. 120, pp. 109-127, 2020, ISSN: 0005-1098.

Abstract | Links | BibTeX | Tags: Gaussian processes, Kalman filter, Non-parametric regression, Parameter estimation, Recursive estimation

2019

Benavoli, A; Balleri, A; Farina, A

Joint Waveform and Guidance Control Optimization for Target Rendezvous Journal Article

In: IEEE Transactions on Signal Processing, vol. 67, no. 16, pp. 4357-4369, 2019, ISSN: 1053-587X.

Abstract | Links | BibTeX | Tags: Cognitive radar, Kalman filter, linear quadratic Gaussian control

Benavoli, Alessio; Facchini, Alessandro; Zaffalon, Marco

Bernstein's socks, polynomial-time provable coherence and entanglement Inproceedings

In: Bock, J De; de Campos, C; de Cooman, G; Quaeghebeur, E; Wheeler, G (Ed.): ISIPTA ;'19: Proceedings of the Eleventh International Symposium on Imprecise Probability: Theories and Applications, JMLR, 2019.

Abstract | Links | BibTeX | Tags: bounded rationality, Sum-of-squares polynomials

Piga, Dario; Benavoli, Alessio

Semialgebraic Outer Approximations for Set-Valued Nonlinear Filtering Inproceedings

In: Proc. on European Control Conference (ECC), 2019.

Links | BibTeX | Tags: filtering, set of probabilities, SOS

Benavoli, Alessio; Facchini, Alessandro; Zaffalon, Marco

Computational Complexity and the Nature of Quantum Mechanics Technical Report

2019.

Abstract | Links | BibTeX | Tags: Quantum mechanics

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

Sum-of-squares for bounded rationality Journal Article

In: International Journal of Approximate Reasoning, vol. 105, pp. 130 - 152, 2019, ISSN: 0888-613X.

Abstract | Links | BibTeX | Tags: Sum-of-squares polynomials

2018

Benavoli, Alessio

Dual Probabilistic Programming Proceeding

PROBPROG 2018 The International Conference on Probabilistic Programming, Wiesner Building E15 MIT, Cambridge, MA, USA 2018.

Links | BibTeX | Tags: dual probabilistic programming, rationality

2017

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

Time for a change: a tutorial for comparing multiple classifiers through Bayesian analysis Journal Article

In: Journal of Machine Learning Research, vol. 18, no. 77, pp. 1-36, 2017.

Abstract | Links | BibTeX | Tags: bayesian statistics, machine learning

Piga, Dario; Benavoli, Alessio

A unified framework for deterministic and probabilistic D-stability analysis of uncertain polynomial matrices Journal Article

In: Automatic Control, IEEE Transactions on, vol. 62, no. 10, pp. 5437-5444, 2017.

Abstract | Links | BibTeX | Tags: Control

Benavoli, Alessio; Facchini, Alessandro; Zaffalon, Marco

Bayes + Hilbert = Quantum Mechanics Conference

Proceedings of the 14th International Conference on Quantum Physics and Logic (QPL 2017), Nijmegen, The Netherlands, 3-7 July, 2017.

Links | BibTeX | Tags: Quantum mechanics

Balleri, Alessio; Farina, Alfonso; Benavoli, Alessio

Coordination of optimal guidance law and adaptive radiated waveform for interception and rendezvous problems Journal Article

In: IET Radar, Sonar & Navigation, vol. 11, no. 7, pp. 1132 - 1139, 2017, ISSN: 1751-8784.

Abstract | Links | BibTeX | Tags: Control

Maradia, Umang; Benavoli, Alessio; Boccadoro, Marco; Klyuev, Mikhail; Gambardella, Luca; Wegener, Konrad; Bonesana, Claudio; Zaffalon, Marco

EDM Drilling optimisation using stochastic optimisation Inproceedings Forthcoming

In: CIRP Conference on Intelligent Computation in Manufacturing Engineering, ICME ‘17, pp. 1–8, Ischia, (IT), Forthcoming.

BibTeX | Tags: smart manufacturing

Baller, Alessio; Benavoli, Alessio; Farina, Alfonso

Coordination of Guidance and Adaptive Radiated Waveform for Interception and Rendezvous Problems Conference

18th International Radar Symposium (IRS 2017), Prague, Czech Republic, 28-30 June, 2017.

BibTeX | Tags: radar tracking

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

SOS for bounded rationality Conference

Proc. ISIPTA'17 Int. Symposium on Imprecise Probability: Theories and Applications, , PJMLR, 2017.

Abstract | Links | BibTeX | Tags: bounded rationality, SOS

Benavoli, Alessio; Facchini, Alessandro; Vicente-Perez, Jose; Zaffalon, Marco

A polarity theory for sets of desirable gambles Conference

Proc. ISIPTA'17 Int. Symposium on Imprecise Probability: Theories and Applications, , PJMLR, 2017.

Abstract | Links | BibTeX | Tags: desirability, lexicographic

Benavoli, Alessio; Colacito, Almudean; Facchini, Alessandro; Zaffalon, Marco

Accepting and Rejecting Gambles: A Logical Point of View Conference

Progic 2017: The 8th Workshop on Combining Probability and Logic, Munich 2017, 2017.

Abstract | BibTeX | Tags: desirability

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

Statistical comparison of classifiers through Bayesian hierarchical modelling Journal Article

In: Machine Learning, pp. 1–21, 2017, ISSN: 1573-0565.

Links | BibTeX | Tags: bayesian statistics

Benavoli, Alessio; Facchini, Alessandro; Zaffalon, Marco

A Gleason-Type Theorem for Any Dimension Based on a Gambling Formulation of Quantum Mechanics Journal Article

In: Foundations of Physics, vol. 47, no. 7, pp. 991–1002, 2017, ISSN: 1572-9516.

Abstract | Links | BibTeX | Tags: Quantum mechanics

Balleri, A.; Farina, A.; Benavoli, A.

Biologically-inspired coordination of guidance and adaptive radiated waveform for interception and rendezvous problems Book Chapter

In: A. Balleri, Griffiths (Ed.): pp. 137-154, in 'Biologically-Inspired Radar and Sonar: Lessons from nature.' Institution of Engineering and Technology, 2017.

Abstract | Links | BibTeX | Tags: biologically inspired, radar tracking

2016

Benavoli, Alessio; Facchini, Alessandro; Zaffalon, Marco

Quantum mechanics: The Bayesian theory generalized to the space of Hermitian matrices Journal Article

In: Physics Review A, vol. 94, pp. 042106, 2016.

Abstract | Links | BibTeX | Tags: Quantum mechanics

118 entries « 1 of 3 »