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Publications

	Year	Authors	Title
	2023	Arianna Casanova and Alessio Benavoli and Marco Zaffalon	Nonlinear desirability as a linear classification problem International Journal of Approximate Reasoning, 152, pp1-32. DOI: https://doi.org/10.1016/j.ijar.2022.10.008
	2023	Ristic, Branko and Benavoli, Alessio and Arulampalam, Sanjeev	Credal Valuation Networks for Machine Reasoning Under Uncertainty IEEE Transactions on Artificial Intelligence, pp1-10. DOI: http://dx.doi.org/10.1109/TAI.2023.3247971
	2023	Alessio Benavoli and Dario Azzimonti and Dario Piga	Bayesian Optimization For Choice Data International Journal of Approximate Reasoning. DOI: http://dx.doi.org/10.1145/3583133.3596324
	2023	Branko Ristic and Alessio Benavoli and Alex Skvortsov	Robust target area search using sets of probabilities Digital Signal Processing, 142, pp104195. DOI: https://doi.org/10.1016/j.dsp.2023.104195
	2023	Alessio Benavoli and Dario Azzimonti and Dario Piga	Learning Choice Functions with Gaussian Processes , 216, pp141--151
	2023	Arash Kia and James Waterson and Norma Bargary and Stuart Rolt and Kevin Burke and Jeremy Robertson and Samuel Garcia and Ale...	Determinants of Intravenous Infusion Longevity and Infusion Failure via a Nonlinear Model Analysis of Smart Pump Event Logs: Retrospective Study JMIR AI, 2. DOI: http://dx.doi.org/10.2196/48628
	2022	Almardeny, Yahya and Benavoli, Alessio and Boujnah, Noureddine and Naredo, Enrique	A Reinforcement Learning System for Generating Instantaneous Quality Random Sequences IEEE Transactions on Artificial Intelligence, pp1-1. DOI: http://dx.doi.org/10.1109/TAI.2022.3161893
	2022	Manuel Schuerch and Dario Azzimonti and Alessio Benavoli and Marco Zaffalon	Correlated Product of Experts for Sparse Gaussian Process Regression Machine Learning. DOI: http://dx.doi.org/10.1007/s10994-022-06297-3
	2022	Alessio Benavoli and Alessandro Facchini and Marco Zaffalon	Quantum indistinguishability through exchangeability International Journal of Approximate Reasoning, 151, pp389-412. DOI: https://doi.org/10.1016/j.ijar.2022.10.003
	2022	EANNA McGRATH, NICK MAHONY, NEIL FLEMING, ALESSIO BENAVOLI, and BERNARD DONNE	Prediction of Functional Threshold Power from Graded Exercise Test Data in Highly-Trained Individuals International Journal of Exercise Science, 15(4), pp747-759
	2021	Corani, Giorgio; Benavoli, Alessio; Augusto, Joao; Zaffalon, Marco	Time series forecasting with Gaussian Processes needs priors European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases ECML PKDD
	2021	Alessio Benavoli, Dario Azzimonti, Dario Piga	A unified framework for closed-form nonparametric regression, classification, preference and mixed problems with Skew Gaussian Processes Machine Learning. DOI: http://dx.doi.org/10.1007/s10994-021-06039-x
	2021	Alessio Benavoli and Dario Azzimonti and Dario Piga	Preferential Bayesian optimisation with Skew Gaussian Processes arXiv preprint arXiv:2008.06677. DOI: http://dx.doi.org/10.1145/3449726.3463128
	2021	Alessio Benavoli and Dario Azzimonti and Dario Piga	Preferential Bayesian optimisation with Skew Gaussian Processes arXiv preprint arXiv:2008.06677. DOI: http://dx.doi.org/10.1145/3449726.3463128
	2021	Kania, Lucas and SchÃŒrch, Manuel and Azzimonti, Dario and Benavoli, Alessio	Sparse Information Filter for Fast Gaussian Process Regression
	2021	Benavoli, Alessio and Corani, Giorgio	State Space approximation of Gaussian Processes for time series forecasting
	2021	Alessio Benavoli and Cassio de Campos	Bayesian Kernelised Test of (In)dependence with Mixed-type Variables
	2021	Casanova, Arianna and Benavoli, Alessio and Zaffalon, Marco	Nonlinear Desirability as a Linear Classification Problem
	2021	Alessio Benavoli and Alessandro Facchini and Marco Zaffalon	Quantum indistinguishability through exchangeable desirable gambles
	2021	Benavoli A., Wyse J. and White A.	Gaussian Processes to speed up MCMC with automatic exploratory-exploitation effect PROBPROG
	2021	Benavoli , Alessio and Facchini, Alessandro and Zaffalon, Marco	The Weirdness Theorem and the Origin of Quantum Paradoxes Foundations of Physics, 51(95). DOI: http://dx.doi.org/10.1007/s10701-021-00499-w
	2021	Alessio Benavoli and Alessio Balleri and Alfonso Farina	Joint Waveform and Guidance Control Optimization by Statistical Linearisation for Target Rendezvous
	2021	Benavoli, Alessio and Corani, Giorgio	State Space Approximation of Gaussian Processes for Time Series Forecasting , pp21--35
	2020	Ristic, B.; Gilliam, C.; Byrne, M.; Benavoli, A.	A tutorial on uncertainty modeling for machine reasoning Information Fusion, 55, pp30 -44
	2020	Schürch, M.; Azzimonti, D.; Benavoli, A.; Zaffalon, M.	Recursive estimation for sparse Gaussian process regression Automatica, 120, pp109-127
	2020	Piga, D.; Bemporad, A.; Benavoli, A.	Rao-Blackwellized sampling for batch and recursive Bayesian inference of Piecewise Affine models Automatica, 117
	2020	Benavoli, A.; Azzimonti, D.; Piga, D.	Skew Gaussian processes for classification Machine Learning, 109, pp1877-1902
	2019	Piga, D. ; Benavoli, A.	Semialgebraic Outer Approximations for Set-Valued Nonlinear Filtering European Control Conference (ECC)
	2019	Alessio Benavoli, Alessandro Facchini, Dario Piga, Marco Zaffalon	Sum-of-squares for bounded rationality International Journal of Approximate Reasoning, pp130 -152
	2019	Benavoli, A; Balleri, A; Farina, A	Joint Waveform and Guidance Control Optimization for Target Rendezvous IEEE Transactions on Signal Processing, 67(16), pp4357-4369
	2019	Benavoli, A. ; Facchini, A. ; Zaffalon, M.	Bernstein's socks, polynomial-time provable coherence and entanglement International Symposium on Imprecise Probability: Theories and Applications
	2018	Benavoli, A.	Dual Probabilistic Programming PROBPROG 2018 The International Conference on Probabilistic Programmin
	2017	Alessio Benavoli, Alessandro Facchini, Marco Zaffalon	A Gleason-Type Theorem for Any Dimension Based on a Gambling Formulation of Quantum Mechanics Foundations of Physics
	2017	Benavoli, A. ; Corani, G. ; Demsar, J. ; Zaffalon, M.	Time for a change: a tutorial for comparing multiple classifiers through Bayesian analysis Journal of Machine Learning Research, 18(77), pp1-36
	2017	Corani, G.; Benavoli, A.; Demšar, J.; Mangili, F.; Zaffalon, M.	Statistical comparison of classifiers through Bayesian hierarchical modelling Machine Learning, pp1-21
	2017	Benavoli, A.; Facchini, A. ; Piga, D.; Zaffalon, M.	SOS for bounded rationality
	2017	Balleri, Alessio ; Farina, Alfonso ; Benavoli, Alessio	Coordination of optimal guidance law and adaptive radiated waveform for interception and rendezvous problems IET Radar, Sonar & Navigation
	2017	Piga, Dario ; Benavoli, Alessio	A unified framework for deterministic and probabilistic D-stability analysis of uncertain polynomial matrices Automatic Control, IEEE Transactions on
	2017	Balleri, Alessio ; Benavoli, Alessio ; Farina, Alfonso	Coordination of Guidance and Adaptive Radiated Waveform for Interception and Rendezvous Problems 18th International Radar Symposium (IRS 2017),
	2017	Benavoli, Alessio ; Facchini, Alessandro ; Vicente-Perez, Jose ; Zaffalon, Marco	A polarity theory for sets of desirable gambles Proc. ISIPTA'17 Int. Symposium on Imprecise Probability: Theories and Applications,
	2017	Benavoli, Alessio ; Facchini, Alessandro ; Zaffalon, Marco	Bayes + Hilbert = Quantum Mechanics Proceedings of the 14th International Conference on Quantum Physics and Logic (QPL 2017)
	2017	Maradia, Umang; Benavoli, Alessio; Boccadoro, Marco; Klyuev, Mikhail; Gambardella, Luca; Wegener, Konrad; Bonesana, Claudio; ...	EDM Drilling optimisation using stochastic optimisation CIRP Conference on Intelligent Computation in Manufacturing Engineering, ICME `17
	2016	Corani, Giorgio ; Benavoli, Alessio ; Demšar, Janez ; Mangili, Francesca ; Zaffalon, Marco	Statistical comparison of classifiers through Bayesian hierarchical modelling Machine Learning
	2016	de Campos, Cassio P; Benavoli, Alessio	Joint Analysis of Multiple Algorithms and Performance Measures New Generation Computing
	2016	Benavoli, Alessio ; Piga, Dario	A probabilistic interpretation of set-membership filtering: Application to polynomial systems through polytopic bounding Automatica
	2016	Benavoli, Alessio ; de Campos, Cassio P	Bayesian Dependence Tests for Continuous, Binary and Mixed Continuous-Binary Variables Entropy
	2016	Benavoli, Alessio ; Facchini, Alessandro ; Zaffalon, Marco	Quantum rational preferences and desirability Proceedings of The 1st International Workshop on “Imperfect Decision Makers: Admitting Real-World Rationality”, NIPS 2016,
	2016	Benavoli, Alessio ; Facchini, Alessandro ; Zaffalon, Marco	Quantum mechanics: The Bayesian theory generalized to the space of Hermitian matrices Phys. Rev. A
	2015	Benavoli, Alessio ; Mangili, Francesca	Gaussian Processes for Bayesian hypothesis tests on regression functions Proceedings of the 18th International Conference on Artificial Intelligence and Statistics (AISTAT 2015)
	2015	Mangili, Francesca ; Benavoli, Alessio	New prior near-ignorance models on the simplex International Journal of Approximate Reasoning

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