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Benavoli, Alessio and Azzimonti, Dario Filippo and Piga, Dario (2023) Bayesian Optimization For Choice Data. In: Proceedings of the Companion Conference on Genetic and Evolutionary Computation UNSPECIFIED.
Benavoli, Alessio and Facchini, Alessandro and Zaffalon, Marco (2023) Closure operators, classifiers and desirability. In: International Symposium on Imprecise Probability: Theories and Applications.
Schürch, Manuel and Azzimonti, Dario Filippo and Benavoli, Alessio and Zaffalon, Marco (2023) Correlated product of experts for sparse Gaussian process regression. Machine Learning, 112 (5). pp. 1411-1432. ISSN 0885-6125
Benavoli, Alessio and Facchini, Alessandro and Zaffalon, Marco (2022) Quantum indistinguishability through exchangeability. International Journal of Approximate Reasoning, 151. pp. 389-412.
Benavoli, Alessio and Facchini, Alessandro and Zaffalon, Marco (2021) Quantum indistinguishability through exchangeable desirable gambles. In: International Symposium on Imprecise Probability: Theories and Applications.
Kania, Lucas and Schürch, Manuel and Azzimonti, Dario Filippo and Benavoli, Alessio (2021) Sparse Information Filter for Fast Gaussian Process Regression. In: Machine Learning and Knowledge Discovery in Databases. Research Track. Springer, pp. 527-542.
Benavoli, Alessio and Corani, Giorgio (2021) State Space approximation of Gaussian Processes for time-series forecasting. In: Proc. Workshop on Advanced Analytics and Learning on Temporal Data, 6th ECML PKDD Workshop, AALTD 2021.
Corani, Giorgio and Benavoli, Alessio and Zaffalon, Marco (2021) Time series forecasting with Gaussian Processes needs priors. In: European Conference on Machine Learning and Knowledge Discovery in Databases.
Benavoli, Alessio and Azzimonti, Dario Filippo and Piga, Dario (2021) A unified framework for closed-form nonparametric regression, classification, preference and mixed problems with Skew Gaussian Processes. Machine Learning, 110 (11-12). pp. 3095-3133. ISSN 0885-6125
Benavoli, Alessio and Facchini, Alessandro and Zaffalon, Marco (2021) The weirdness theorem and the origin of quantum paradoxes. Foundations of Physics, 51. pp. 1-39.
Benavoli, Alessio and Azzimonti, Dario Filippo and Piga, Dario (2020) Skew Gaussian processes for classification. Machine Learning, 109 (9-10). pp. 1877-1902. ISSN 0885-6125
Benavoli, Alessio and Facchini, Alessandro and Zaffalon, Marco (2019) Bernstein’s socks, polynomial-time provable coherence and entanglement. In: International Symposium on Imprecise Probabilities: Theories and Applications.
Benavoli, Alessio and Facchini, Alessandro and Piga, Dario and Zaffalon, Marco (2019) Sum-of-squares for bounded rationality. International Journal of Approximate Reasoning, 105. pp. 130-152.
Benavoli, Alessio and Facchini, Alessandro and Zaffalon, Marco (2017) A Gleason-type theorem for any dimension based on a gambling formulation of Quantum Mechanics. Foundations of Physics, 47. pp. 991-1002.
Benavoli, Alessio and Facchini, Alessandro and Piga, Dario and Zaffalon, Marco (2017) SOS for bounded rationality. In: Proceedings of the Tenth International Symposium on Imprecise Probability: Theories and Applications.
Corani, Giorgio and Benavoli, Alessio and Demšar, Janez and Mangili, Francesca and Zaffalon, Marco (2017) Statistical comparison of classifiers through Bayesian hierarchical modelling. Machine Learning.
Benavoli, Alessio and Corani, Giorgio and Demšar, Janez and Zaffalon, Marco (2017) Time for a change: a tutorial for comparing multiple classifiers through Bayesian analysis. Journal of Machine Learning Research, 18 (77). pp. 1-36.
Piga, Dario and Benavoli, Alessio (2017) A Unified Framework for Deterministic and Probabilistic D-Stability Analysis of Uncertain Polynomial Matrices. IEEE Transactions on Automatic Control. ISSN 0018-9286 (In Press)
Benavoli, Alessio and Facchini, Alessandro and Zaffalon, Marco and Vicente-Pérez, José (2017) A polarity theory for sets of desirable gambles. In: Proceedings of the Tenth International Symposium on Imprecise Probability: Theories and Applications.
Benavoli, Alessio and Facchini, Alessandro and Zaffalon, Marco (2016) Quantum mechanics: The Bayesian theory generalized to the space of Hermitian matrices. Physical Review A, 95 (042106).
Corani, Giorgio and Benavoli, Alessio and Demšar, Janez and Mangili, Francesca and Zaffalon, Marco (2016) Statistical comparison of classifiers through Bayesian hierarchical modelling. Technical Report UNSPECIFIED
Benavoli, Alessio and Facchini, Alessandro and Zaffalon, Marco (2016) Quantum rational preferences and desirability. In: JMLR Workshop and Conference Proceedings 58 NIPS 2016 Workshop on Imperfect Decision Makers, 09.12.2016, Barcelona, Spain. (In Press)
Benavoli, Alessio and Corani, Giorgio and Mangili, Francesca (2016) Should we really use post-hoc tests based on mean-ranks? Journal of Machine Learning Research, 17 (5). pp. 1-10.
Corani, Giorgio and Benavoli, Alessio (2015) Bayesian comparison of two cross-validated algorithms on multiple data sets. Technical Report UNSPECIFIED
Corani, Giorgio and Benavoli, Alessio (2015) A Bayesian approach for comparing cross-validated algorithms on multiple data sets. Machine Learning, 100 (2). pp. 285-304.
Corani, Giorgio and Benavoli, Alessio and Mangili, Francesca and Zaffalon, Marco (2015) Bayesian hypothesis testing in machine learning. In: Proc. ECML PKDD 2015 (European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases) European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases 2015, 07.09.2015-11.09.2015, Porto, Portugal.
Benavoli, Alessio and Corani, Giorgio and Mangili, Francesca and Zaffalon, Marco (2015) A Bayesian nonparametric procedure for comparing algorithms. In: Proceedings of the 32th International Conference on Machine Learning (ICML 2015) 32th International Conference on Machine Learning (ICML 2015), 06.07.2015-11.07.2015, Lille, France.
Benavoli, Alessio and Mangili, Francesca and Ruggeri, Fabrizio and Zaffalon, Marco (2015) Imprecise Dirichlet process with application to the hypothesis test on the probability that X≤Y. Journal of Statistical Theory and Practice, 9. pp. 658-684.
Mangili, Francesca and Benavoli, Alessio (2015) New prior near-ignorance models on the simplex. International Journal of Approximate Reasoning, 56 (Part B). pp. 278-306.
Mangili, Francesca and Benavoli, Alessio and De Campos, Cassio Polpo and Zaffalon, Marco (2015) Reliable survival analysis based on the Dirichlet Process. Biometrical Journal, 57 (6). pp. 1002-1019.
Benavoli, Alessio and Mangili, Francesca and Corani, Giorgio and Zaffalon, Marco and Ruggeri, Fabrizio (2014) A Bayesian Wilcoxon signed-rank test based on the Dirichlet process. In: Proceedings of the 31st International Conference on Machine Learning (ICML 2014).
Benavoli, Alessio (2013) Imprecise Hierarchical Dirichlet model with applications. In: Information Fusion (FUSION), 2013 Proc. of the 16th International Conference on.
Mangili, Francesca and Benavoli, Alessio (2013) New Prior Near-ignorance Models on the Simplex. In: Proc. ISIPTA'13 - 8th Int. Symposium on imprecise Probability: Theories and Applications.
Benavoli, Alessio and Papi, Francesco (2013) Set-membership PHD filter. In: Information Fusion (FUSION), 2013 Proc. of the 16th International Conference on.
Benavoli, Alessio (2013) The Generalized Moment-Based Filter. IEEE Transactions on Automatic Control, 58 (10). pp. 2642-2647. ISSN 0018-9286
Benavoli, Alessio (2013) The generalised moment based filter. Technical Report UNSPECIFIED
Benavoli, Alessio and Zaffalon, Marco (2013) Density-ratio robustness in dynamic state estimation. Mechanical Systems and Signal Processing, 37 (1–2). 54 - 75. ISSN 0888-3270
Mauá, Denis Deratani and De Campos, Cassio Polpo and Benavoli, Alessio and Antonucci, Alessandro (2013) On the Complexity of Strong and Epistemic Credal Networks. In: 29th Conference on Uncertainty in Artificial Intelligence (UAI).
Corani, Giorgio and Benavoli, Alessio (2010) Restricting the IDM for classification. In: Information Processing and Management of Uncertainty in Knowledge-based Systems. Theory and Methods. Communications in Computer and Information Science, 80 . Springer, Berlin / Heidelberg, pp. 328-337. ISBN 978-3-642-14054-9
Benavoli, Alessio and Zaffalon, Marco and Miranda, Enrique (2009) Robust filtering through coherent lower previsions. Technical Report UNSPECIFIED