Alessio Benavoli

Publication Activity (10 Years)

Years Active: 2007-2024
Publications (10 Years): 57

Top Topics

Gaussian Process

Binary Variables

Bayesian Nonparametric

Desirable Gambles

Top Venues

Int. J. Approx. Reason.

Publications

Branko Ristic, Alessio Benavoli, Sanjeev Arulampalam
Credal Valuation Networks for Machine Reasoning Under Uncertainty. IEEE Trans. Artif. Intell. 5 (1) (2024)
Alessio Benavoli, Dario Azzimonti
A tutorial on learning from preferences and choices with Gaussian Processes. CoRR (2024)
Branko Ristic, Alessio Benavoli, Sanjeev Arulampalam
Bayes' Rule Using Imprecise Probabilities [Lecture Notes]. IEEE Signal Process. Mag. 41 (1) (2024)
Yahya Almardeny, Alessio Benavoli, Noureddine Boujnah, Enrique Naredo
A Reinforcement Learning System for Generating Instantaneous Quality Random Sequences. IEEE Trans. Artif. Intell. 4 (3) (2023)
Arianna Casanova, Alessio Benavoli, Marco Zaffalon
Nonlinear desirability as a linear classification problem. Int. J. Approx. Reason. 152 (2023)
Alessio Benavoli, Alessandro Facchini, Marco Zaffalon
Closure operators, classifiers and desirability. ISIPTA (2023)
Manuel Schürch, Dario Azzimonti, Alessio Benavoli, Marco Zaffalon
Correlated product of experts for sparse Gaussian process regression. Mach. Learn. 112 (5) (2023)
Alessio Benavoli, Dario Azzimonti, Dario Piga
Bayesian Optimization For Choice Data. GECCO Companion (2023)
Branko Ristic, Alessio Benavoli, Alex Skvortsov
Robust target area search using sets of probabilities. Digit. Signal Process. 142 (2023)
Alessio Benavoli, Dario Azzimonti, Dario Piga
Learning Choice Functions with Gaussian Processes. UAI (2023)
Alessio Benavoli, Dario Azzimonti, Dario Piga
Learning Choice Functions with Gaussian Processes. CoRR (2023)
Alessio Benavoli, Alessandro Facchini, Marco Zaffalon
Quantum indistinguishability through exchangeability. Int. J. Approx. Reason. 151 (2022)
Branko Ristic, Alessio Benavoli, Sanjeev Arulampalam
Credal Valuation Networks for Machine Reasoning Under Uncertainty. CoRR (2022)
Alessio Benavoli, Alessandro Facchini, Marco Zaffalon
Quantum Indistinguishability through Exchangeable Desirable Gambles. ISIPTA (2021)
Giorgio Corani, Alessio Benavoli, Marco Zaffalon
Time Series Forecasting with Gaussian Processes Needs Priors. ECML/PKDD (4) (2021)
Alessio Benavoli, Dario Azzimonti, Dario Piga
Preferential Bayesian optimisation with skew gaussian processes. GECCO Companion (2021)
Alessio Benavoli, Dario Azzimonti, Dario Piga
A unified framework for closed-form nonparametric regression, classification, preference and mixed problems with Skew Gaussian Processes. Mach. Learn. 110 (11) (2021)
Alessio Benavoli, Dario Azzimonti, Dario Piga
Choice functions based multi-objective Bayesian optimisation. CoRR (2021)
Alessio Benavoli, Jason Wyse, Arthur J. White
Gaussian Processes to speed up MCMC with automatic exploratory-exploitation effect. CoRR (2021)
Alessio Benavoli, Dario Azzimonti, Dario Piga
A Unified Framework for Closed-Form Nonparametric Regression, Classification, Preference and Mixed Problems with Skew Gaussian Processes. DSAA (2021)
Alessio Benavoli, Giorgio Corani
State Space Approximation of Gaussian Processes for Time Series Forecasting. AALTD@ECML/PKDD (2021)
Manuel Schürch, Dario Azzimonti, Alessio Benavoli, Marco Zaffalon
Correlated Product of Experts for Sparse Gaussian Process Regression. CoRR (2021)
Alessio Benavoli, Cassio P. de Campos
Bayesian Kernelised Test of (In)dependence with Mixed-type Variables. CoRR (2021)
Arianna Casanova, Alessio Benavoli, Marco Zaffalon
Nonlinear Desirability as a Linear Classification Problem. ISIPTA (2021)
Lucas Kania, Manuel Schürch, Dario Azzimonti, Alessio Benavoli
Sparse Information Filter for Fast Gaussian Process Regression. ECML/PKDD (3) (2021)
Alessio Benavoli, Cassio P. de Campos
Bayesian Independence Test with Mixed-type Variables. DSAA (2021)
Mimi Zhang, Andrew Parnell, Dermot Brabazon, Alessio Benavoli
Bayesian Optimisation for Sequential Experimental Design with Applications in Additive Manufacturing. CoRR (2021)
Dario Piga, Alberto Bemporad, Alessio Benavoli
Rao-Blackwellized sampling for batch and recursive Bayesian inference of Piecewise Affine models. Autom. 117 (2020)
Dario Azzimonti, Manuel Schürch, Alessio Benavoli, Marco Zaffalon
Orthogonally Decoupled Variational Fourier Features. CoRR (2020)
Branko Ristic, Christopher Gilliam, Marion Byrne, Alessio Benavoli
A tutorial on uncertainty modeling for machine reasoning. Inf. Fusion 55 (2020)
Alessio Benavoli, Dario Azzimonti, Dario Piga
Preferential Bayesian optimisation with Skew Gaussian Processes. CoRR (2020)
Giorgio Corani, Alessio Benavoli, João P. S. C. Augusto, Marco Zaffalon
Automatic Forecasting using Gaussian Processes. CoRR (2020)
Alessio Benavoli, Dario Azzimonti, Dario Piga
A unified framework for closed-form nonparametric regression, classification, preference and mixed problems with Skew Gaussian Processes. CoRR (2020)
Manuel Schürch, Dario Azzimonti, Alessio Benavoli, Marco Zaffalon
Recursive estimation for sparse Gaussian process regression. Autom. 120 (2020)
Alessio Benavoli, Dario Azzimonti, Dario Piga
Skew Gaussian processes for classification. Mach. Learn. 109 (9-10) (2020)
Alessio Benavoli, Dario Azzimonti, Dario Piga
Skew Gaussian Processes for Classification. CoRR (2020)
Alessio Benavoli, Alessandro Facchini, Marco Zaffalon
Computational Complexity and the Nature of Quantum Mechanics (Extended version). CoRR (2019)
Manuel Schürch, Dario Azzimonti, Alessio Benavoli, Marco Zaffalon
Recursive Estimation for Sparse Gaussian Process Regression. CoRR (2019)
Alessio Benavoli, Alessandro Facchini, Marco Zaffalon
Computational Complexity and the Nature of Quantum Mechanics. CoRR (2019)
Alessio Benavoli, Alessio Balleri, Alfonso Farina
Joint Waveform and Guidance Control Optimization for Target Rendezvous. IEEE Trans. Signal Process. 67 (16) (2019)
Alessio Benavoli, Alessandro Facchini, Marco Zaffalon
Bernstein's Socks, Polynomial-Time Provable Coherence and Entanglement. ISIPTA (2019)
Dario Piga, Alessio Benavoli
Semialgebraic Outer Approximations for Set-Valued Nonlinear Filtering. ECC (2019)
Alessio Benavoli, Alessandro Facchini, Dario Piga, Marco Zaffalon
Sum-of-squares for bounded rationality. Int. J. Approx. Reason. 105 (2019)
Alessio Benavoli, Antonio Lijoi, Antonietta Mira
Introduction to the special issue on Bayesian Nonparametrics. Int. J. Approx. Reason. 83 (2017)
Giorgio Corani, Alessio Benavoli, Janez Demsar, Francesca Mangili, Marco Zaffalon
Statistical comparison of classifiers through Bayesian hierarchical modelling. Mach. Learn. 106 (11) (2017)
Alessio Benavoli, Alessandro Facchini, Dario Piga, Marco Zaffalon
SOS for Bounded Rationality. ISIPTA (2017)
Dario Piga, Alessio Benavoli
A Unified Framework for Deterministic and Probabilistic $\mathscr {D}$-Stability Analysis of Uncertain Polynomial Matrices. IEEE Trans. Autom. Control. 62 (10) (2017)
Cassio P. de Campos, Alessio Benavoli
Joint Analysis of Multiple Algorithms and Performance Measures. New Gener. Comput. 35 (1) (2017)
Alessio Benavoli, Giorgio Corani, Janez Demsar, Marco Zaffalon
Time for a Change: a Tutorial for Comparing Multiple Classifiers Through Bayesian Analysis. J. Mach. Learn. Res. 18 (2017)
Alessio Benavoli, Alessandro Facchini, Marco Zaffalon, José Vicente-Pérez
A Polarity Theory for Sets of Desirable Gambles. ISIPTA (2017)
Alessio Benavoli, Alessandro Facchini, Marco Zaffalon
Quantum Rational Preferences and Desirability. IDM@NIPS (2016)
Alessio Benavoli, Giorgio Corani, Janez Demsar, Marco Zaffalon
Time for a change: a tutorial for comparing multiple classifiers through Bayesian analysis. CoRR (2016)
Giorgio Corani, Alessio Benavoli, Janez Demsar, Francesca Mangili, Marco Zaffalon
Statistical comparison of classifiers through Bayesian hierarchical modelling. CoRR (2016)
Alessio Benavoli, Cassio P. de Campos
Bayesian Dependence Tests for Continuous, Binary and Mixed Continuous-Binary Variables. Entropy 18 (9) (2016)
Alessio Benavoli, Giorgio Corani, Francesca Mangili
Should We Really Use Post-Hoc Tests Based on Mean-Ranks? J. Mach. Learn. Res. 17 (2016)
Alessio Benavoli, Dario Piga
A probabilistic interpretation of set-membership filtering: Application to polynomial systems through polytopic bounding. Autom. 70 (2016)
Alessio Benavoli, Marco Zaffalon
State Space representation of non-stationary Gaussian Processes. CoRR (2016)
Alessio Benavoli, Cassio P. de Campos
Statistical Tests for Joint Analysis of Performance Measures. AMBN@JSAI-isAI (2015)
Francesca Mangili, Alessio Benavoli
New prior near-ignorance models on the simplex. Int. J. Approx. Reason. 56 (2015)
Alessio Benavoli, Dario Piga
A stochastic interpretation of set-membership filtering: application to polynomial systems through polytopic bounding. CoRR (2015)
Giorgio Corani, Alessio Benavoli, Francesca Mangili, Marco Zaffalon
Bayesian Hypothesis Testing in Machine Learning. ECML/PKDD (3) (2015)
Alessio Benavoli, Francesca Mangili
Gaussian Processes for Bayesian hypothesis tests on regression functions. AISTATS (2015)
Giorgio Corani, Alessio Benavoli
A Bayesian approach for comparing cross-validated algorithms on multiple data sets. Mach. Learn. 100 (2-3) (2015)
Alessio Benavoli, Giorgio Corani, Francesca Mangili
Should we really use post-hoc tests based on mean-ranks? CoRR (2015)
Alessio Benavoli, Giorgio Corani, Francesca Mangili, Marco Zaffalon
A Bayesian nonparametric procedure for comparing algorithms. ICML (2015)
Alessio Benavoli, Giorgio Corani, Francesca Mangili, Marco Zaffalon, Fabrizio Ruggeri
A Bayesian Wilcoxon signed-rank test based on the Dirichlet process. ICML (2014)
Denis Deratani Mauá, Cassio P. de Campos, Alessio Benavoli, Alessandro Antonucci
Probabilistic Inference in Credal Networks: New Complexity Results. J. Artif. Intell. Res. 50 (2014)
Alessio Benavoli
Belief function and multivalued mapping robustness in statistical estimation. Int. J. Approx. Reason. 55 (1) (2014)
Denis Deratani Mauá, Cassio Polpo de Campos, Alessio Benavoli, Alessandro Antonucci
On the Complexity of Strong and Epistemic Credal Networks. CoRR (2013)
Alessio Benavoli
Imprecise Hierarchical Dirichlet model with applications. FUSION (2013)
Denis Deratani Mauá, Cassio Polpo de Campos, Alessio Benavoli, Alessandro Antonucci
On the Complexity of Strong and Epistemic Credal Networks. UAI (2013)
Alessio Benavoli, Francesco Papi
Set-membership PHD filter. FUSION (2013)
Alessio Benavoli
The Generalized Moment-Based Filter. IEEE Trans. Autom. Control. 58 (10) (2013)
Giorgio Battistelli, Alessio Benavoli, Luigi Chisci
State estimation with remote sensors and intermittent transmissions. Syst. Control. Lett. 61 (1) (2012)
Alessio Benavoli
Belief Function Robustness in Estimation. Belief Functions (2012)
Alessio Benavoli, Benjamin Noack
Pushing Kalman's idea to the extremes. FUSION (2012)
Giorgio Battistelli, Alessio Benavoli, Luigi Chisci
Data-driven communication for state estimation with sensor networks. Autom. 48 (5) (2012)
Giorgio Battistelli, Alessio Benavoli, Luigi Chisci
Data-driven strategies for selective data transmission in sensor networks. CDC (2012)
Alessio Benavoli, Marco Zaffalon, Enrique Miranda
Robust Filtering Through Coherent Lower Previsions. IEEE Trans. Autom. Control. 56 (7) (2011)
Giorgio Battistelli, Luigi Chisci, Francesco Papi, Alessio Benavoli, Alfonso Farina, Antonio Graziano
Optimal Flow Models for Multiscan Data Association. IEEE Trans. Aerosp. Electron. Syst. 47 (4) (2011)
Cassio P. de Campos, Alessio Benavoli
Inference with Multinomial Data: Why to Weaken the Prior Strength. IJCAI (2011)
Marcel L. Hernandez, Alessio Benavoli, Antonio Graziano, Alfonso Farina, Mark R. Morelande
Performance Measures and MHT for Tracking Move-Stop-Move Targets with MTI Sensors. IEEE Trans. Aerosp. Electron. Syst. 47 (2) (2011)
Alessio Benavoli, Branko Ristic
Classification with imprecise likelihoods: A comparison of TBM, random set and imprecise probability approach. FUSION (2011)
Giorgio Corani, Alessio Benavoli
Restricting the IDM for Classification. IPMU (1) (2010)
Alessio Benavoli, Alessandro Antonucci
An aggregation framework based on coherent lower previsions: Application to Zadeh's paradox and sensor networks. Int. J. Approx. Reason. 51 (9) (2010)
Alessio Benavoli
Interval dominance based data association. FUSION (2010)
Giorgio Battistelli, Alessio Benavoli, Luigi Chisci
State estimation in a centralized sensor network under limited communication rate. ECC (2009)
Alessio Benavoli, Marco Zaffalon, Enrique Miranda
Reliable hidden Markov model filtering through coherent lower previsions. FUSION (2009)
Alessandro Antonucci, Alessio Benavoli, Marco Zaffalon, Gert de Cooman, Filip Hermans
Multiple model tracking by imprecise markov trees. FUSION (2009)
Alessio Benavoli, Cassio P. de Campos
Inference from Multinomial Data Based on a MLE-Dominance Criterion. ECSQARU (2009)
Alessio Benavoli, Luigi Chisci, Alfonso Farina
Fibonacci sequence, golden section, Kalman filter and optimal control. Signal Process. 89 (8) (2009)
Alessio Benavoli, Luigi Chisci, Alfonso Farina, Branko Ristic
Modelling uncertain implication rules in evidence theory. FUSION (2008)
Alessio Benavoli, Branko Ristic, Alfonso Farina, Martin Oxenham, Luigi Chisci
An approach to threat assessment based on evidential networks. FUSION (2007)
Alessio Benavoli, Luigi Chisci
Improved estimation for object localization via sensor networks. ICNSC (2007)
Alessio Benavoli, Luigi Chisci, Alfonso Farina
Estimation of Constrained Parameters With Guaranteed MSE Improvement. IEEE Trans. Signal Process. 55 (4) (2007)