Publications

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2017

Piga, Dario ; Benavoli, Alessio

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

Automatic Control, IEEE Transactions on, Forthcoming.

Abstract | Links | BibTeX | Tags: Control

Benavoli, Alessio ; Facchini, Alessandro ; Zaffalon, Marco

Bayes + Hilbert = Quantum Mechanics Conference

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

BibTeX | Tags: Quantum mechanics

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 ; Piga, Dario ; 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

Balleri, Alessio ; Farina, Alfonso ; Benavoli, Alessio

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

IET Radar, Sonar & Navigation, 2017, ISSN: 1751-8784.

Abstract | Links | BibTeX | Tags: Control

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

Statistical comparison of classifiers through Bayesian hierarchical modelling Journal Article

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

Foundations of Physics, pp. 1–12, 2017, ISSN: 1572-9516.

Abstract | Links | BibTeX | Tags: Quantum mechanics

2016

Benavoli, Alessio ; Facchini, Alessandro ; Zaffalon, Marco

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

Phys. Rev. A, 94 , pp. 042106, 2016.

Abstract | Links | BibTeX | Tags: Quantum mechanics

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

Time for a change: a tutorial for comparing multiple classifiers through Bayesian analysis Unpublished

2016.

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

Benavoli, Alessio ; Facchini, Alessandro ; Zaffalon, Marco

Quantum rational preferences and desirability Inproceedings

Proceedings of The 1st International Workshop on “Imperfect Decision Makers: Admitting Real-World Rationality”, NIPS 2016, 2016.

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Benavoli, Alessio ; de Campos, Cassio P

Bayesian Dependence Tests for Continuous, Binary and Mixed Continuous-Binary Variables Journal Article

Entropy, 18 (9), pp. 1-24, 2016.

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Benavoli, Alessio ; Zaffalon, Marco

State Space representation of non-stationary Gaussian Processes Unpublished

2016.

Links | BibTeX | Tags: Gaussian processes

Benavoli, Alessio ; Piga, Dario

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

Automatica, 70 , pp. 158 - 172, 2016.

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Benavoli, Alessio ; Corani, Giorgio ; Mangili, Francesca

Should We Really Use Post-Hoc Tests Based on Mean-Ranks? Journal Article

Journal of Machine Learning Research, 17 (5), pp. 1-10, 2016.

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de Campos, Cassio P; Benavoli, Alessio

Joint Analysis of Multiple Algorithms and Performance Measures Journal Article

New Generation Computing, pp. 1–18, 2016, ISSN: 1882-7055.

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2015

Corani, Giorgio ; Benavoli, Alessio

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

Accepted to the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD 2015), pp. 1–20, 2015.

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

A Bayesian nonparametric procedure for comparing algorithms Inproceedings

Proceedings of the 31th International Conference on Machine Learning (ICML 2015), pp. 1–9, 2015.

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Benavoli, Alessio ; Mangili, Francesca

Gaussian Processes for Bayesian hypothesis tests on regression functions Inproceedings

Proceedings of the 18th International Conference on Artificial Intelligence and Statistics (AISTAT 2015), pp. 1–9, 2015.

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Mangili, Francesca ; Benavoli, Alessio ; de Campos, Cassio P; Zaffalon, Marco

Reliable survival analysis based on the Đirichlet Process Journal Article

Biometrical Journal, 57 , pp. 1002–1019, 2015.

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Corani, Giorgio ; Benavoli, Alessio

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

Machine Learning, 100 (2), pp. 285–304, 2015.

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Benavoli, Alessio ; Mangili, Francesca ; Ruggeri, Fabrizio ; Zaffalon, Marco

Imprecise Dirichlet Process With Application to the Hypothesis Test on the Probability That X ≤ Y Journal Article

Journal of Statistical Theory and Practice, 9 (3), pp. 658-684, 2015.

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Mangili, Francesca ; Benavoli, Alessio

New prior near-ignorance models on the simplex Journal Article

International Journal of Approximate Reasoning, 56, Part B (0), pp. 278 - 306, 2015.

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Benavoli, Alessio ; de Campos, Cassio P

Statistical Tests for Joint Analysis of Performance Measures Inproceedings

Suzuki, Joe ; Ueno, Maomi (Ed.): Advanced Methodologies for Bayesian Networks: Second International Workshop, AMBN 2015, Yokohama, Japan, November 16-18, 2015. Proceedings, pp. 76–92, Springer International Publishing, Cham, 2015, ISBN: 978-3-319-28379-1.

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2014

Benavoli, Alessio ; Mangili, Francesca ; Corani, Giorgio ; Zaffalon, Marco ; Ruggeri, Fabrizio

A Bayesian Wilcoxon signed-rank test based on the Đirichlet process Inproceedings

Proceedings of the 30th International Conference on Machine Learning (ICML 2014), pp. 1–9, 2014.

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Benavoli, Alessio ; Zaffalon, Marco

Prior near ignorance for inferences in the k-parameter exponential family Journal Article

Statistics, 49 , pp. 1104-1140, 2014.

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Mauá, Denis Deratani ; de Campos, Cassio P; Benavoli, Alessio ; Antonucci, Alessandro

Probabilistic Inference in Credal Networks: New Complexity Results Journal Article

Journal of Artifical Intelligence Research, 50 , pp. 603–637, 2014.

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Benavoli, Alessio

Belief function and multivalued mapping robustness in statistical estimation Journal Article

International Journal of Approximate Reasoning, 55 (1, Part 3), pp. 311 - 329, 2014.

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2013

Mangili, Francesca ; Benavoli, Alessio

New Prior Near-ignorance Models on the Simplex Inproceedings

Proc. ISIPTA'13 - 8th Int. Symposium on imprecise Probability: Theories and Applications, pp. 1–9, Compiegne (FR), 2013.

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Benavoli, Alessio

Imprecise Hierarchical Dirichlet model with applications Inproceedings

Information Fusion (FUSION), 2013 Proc. of the 16th International Conference on, pp. 1–8, 2013.

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Benavoli, Alessio ; Papi, Francesco

Set-membership PHD filter Inproceedings

Information Fusion (FUSION), 2013 Proc. of the 16th International Conference on, pp. 1722 –1729, 2013.

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Mauá, Denis Deratani ; de Campos, Cassio P; Benavoli, Alessio ; Antonucci, Alessandro

On the Complexity of Strong and Epistemic Credal Networks Inproceedings

Proceedings of the 29th Conference on Uncertainty in Artificial Intelligence (UAI 2013), pp. 391-400, 2013.

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Benavoli, Alessio

The Generalized Moment-Based Filter Journal Article

Automatic Control, IEEE Transactions on, 58 (10), pp. 2642-2647, 2013, ISSN: 0018-9286.

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Benavoli, Alessio ; Zaffalon, Marco

Density-ratio robustness in dynamic state estimation Journal Article

Mechanical Systems and Signal Processing, 37 (1–2), pp. 54 - 75, 2013.

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2012

Battistelli, Giorgio ; Benavoli, Alessio ; Chisci, Luigi

Data-Driven Strategies for selective data transmission in sensor networks Inproceedings

Accepted to CDC, 2012.

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Benavoli, Alessio ; Noack, Benjamin

Pushing Kalman's Idea to the Extremes Inproceedings

Accepted to Information Fusion (FUSION), 2012, 2012.

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Benavoli, Alessio

Belief Function Robustness in Estimation Incollection

Denoeux, Thierry ; Masson, Marie-Hélène (Ed.): Belief Functions: Theory and Applications, 164 , pp. 375-383, Springer Berlin / Heidelberg, 2012.

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Benavoli, Alessio ; Zaffalon, Marco

A model of prior ignorance for inferences in the one-parameter exponential family Journal Article

Journal of Statistical Planning and Inference, 142 (7), pp. 1960 - 1979, 2012, ISSN: 0378-3758.

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Battistelli, Giorgio ; Benavoli, Alessio ; Chisci, Luigi

Data-driven communication for state estimation with sensor networks Journal Article

Automatica, 48 (5), pp. 926 - 935, 2012.

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Battistelli, Giorgio ; Benavoli, Alessio ; Chisci, Luigi

State estimation with remote sensors and intermittent transmissions Journal Article

Systems & Control Letters, 61 (1), pp. 155 - 164, 2012, ISSN: 0167-6911.

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Benavoli, Alessio ; Ristic, Branko

Data Fusion using Evidential Networks for Decision Support in Surveillance Systems Book

Wiley, 2012.

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2011

Battistelli, Giorgio ; Chisci, Luigi ; Papi, Francesco ; Benavoli, Alessio ; Farina, Alfonso ; Graziano, Antonio

Optimal Flow Models for Multiscan Data Association Journal Article

Aerospace and Electronic Systems, IEEE Transactions on, 47 (4), pp. 2405 -2422, 2011.

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de Campos, Cassio P; Benavoli, Alessio

Inference with Multinomial Data: Why to Weaken the Prior Strength. Inproceedings

Walsh, Toby (Ed.): Proc. of the 22th International Joint Conference on Artificial Intelligence IJCAI, pp. 2107-2112, 2011.

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Benavoli, Alessio ; Ristic, Branko

Classification with Imprecise Likelihoods: A comparison of TBM, Random Set and Imprecise Probability Approach Inproceedings

Information Fusion (FUSION), 2011 Proc. of the 14th International Conference on, pp. 1–8, 2011.

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Benavoli, Alessio ; Zaffalon, Marco

A discussion on learning and prior ignorance for sets of priors in the one-parameter exponential family Inproceedings

Proc. ISIPTA'11 - 7th Int. Symposium on imprecise Probability: Theories and Applications, pp. 1–10, Innsbruck (AU), 2011.

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Benavoli, Alessio ; Zaffalon, Marco ; Miranda, Enrique

Robust Filtering Through Coherent Lower Previsions Journal Article

Automatic Control, IEEE Transactions on, 56 (7), pp. 1567 -1581, 2011, ISSN: 0018-9286.

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Hernandez, Marcel ; Benavoli, Alessio ; Graziano, Antonio ; Farina, Alfonso ; Morelande, Mark

Performance Measures and MHT for Tracking Move-Stop-Move Targets with MTI Sensors Journal Article

Aerospace and Electronic Systems, IEEE Transactions on, 47 (2), pp. 996 -1025, 2011.

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Benavoli, Alessio ; Chisci, Luigi

Robust stochastic control based on imprecise probabilities Inproceedings

Proc. of the 18th IFAC World Congress, pp. 4606–4613, 2011.

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2010

Benavoli, Alessio

Interval dominance based data association Inproceedings

Information Fusion, 2010. FUSION '10. 13th International Conference on, pp. 1 -8, 2010.

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