## 2018 |

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

## 2017 |

Time for a change: a tutorial for comparing multiple classifiers through Bayesian analysis Journal Article Journal of Machine Learning Research, 18 (77), pp. 1-36, 2017. |

A unified framework for deterministic and probabilistic D-stability analysis of uncertain polynomial matrices Journal Article Automatic Control, IEEE Transactions on, 62 (10), pp. 5437-5444, 2017. |

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. |

Coordination of optimal guidance law and adaptive radiated waveform for interception and rendezvous problems Journal Article IET Radar, Sonar & Navigation, 11 (7), pp. 1132 - 1139, 2017, ISSN: 1751-8784. |

EDM Drilling optimisation using stochastic optimisation Inproceedings Forthcoming CIRP Conference on Intelligent Computation in Manufacturing Engineering, ICME ‘17, pp. 1–8, Ischia, (IT), Forthcoming. |

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. |

SOS for bounded rationality Conference Proc. ISIPTA'17 Int. Symposium on Imprecise Probability: Theories and Applications, , PJMLR, 2017. |

A polarity theory for sets of desirable gambles Conference Proc. ISIPTA'17 Int. Symposium on Imprecise Probability: Theories and Applications, , PJMLR, 2017. |

Accepting and Rejecting Gambles: A Logical Point of View Conference Progic 2017: The 8th Workshop on Combining Probability and Logic, Munich 2017, 2017. |

Statistical comparison of classifiers through Bayesian hierarchical modelling Journal Article Machine Learning, pp. 1–21, 2017, ISSN: 1573-0565. |

A Gleason-Type Theorem for Any Dimension Based on a Gambling Formulation of Quantum Mechanics Journal Article Foundations of Physics, 47 (7), pp. 991–1002, 2017, ISSN: 1572-9516. |

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

## 2016 |

Quantum mechanics: The Bayesian theory generalized to the space of Hermitian matrices Journal Article Physics Review A, 94 , pp. 042106, 2016. |

Quantum rational preferences and desirability Inproceedings Proceedings of The 1st International Workshop on “Imperfect Decision Makers: Admitting Real-World Rationality”, NIPS 2016, 2016. |

Bayesian Dependence Tests for Continuous, Binary and Mixed Continuous-Binary Variables Journal Article Entropy, 18 (9), pp. 1-24, 2016. |

State Space representation of non-stationary Gaussian Processes Unpublished 2016. |

A probabilistic interpretation of set-membership filtering: Application to polynomial systems through polytopic bounding Journal Article Automatica, 70 , pp. 158 - 172, 2016. |

Should We Really Use Post-Hoc Tests Based on Mean-Ranks? Journal Article Journal of Machine Learning Research, 17 (5), pp. 152-161, 2016. |

Joint Analysis of Multiple Algorithms and Performance Measures Journal Article New Generation Computing, 35 (1), pp. 69–86, 2016, ISSN: 1882-7055. |

## 2015 |

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. |

A Bayesian nonparametric procedure for comparing algorithms Inproceedings Proceedings of the 31th International Conference on Machine Learning (ICML 2015), pp. 1–9, 2015. |

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. |

Reliable survival analysis based on the Đirichlet Process Journal Article Biometrical Journal, 57 , pp. 1002–1019, 2015. |

A Bayesian approach for comparing cross-validated algorithms on multiple data sets Journal Article Machine Learning, 100 (2), pp. 285–304, 2015. |

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. |

New prior near-ignorance models on the simplex Journal Article International Journal of Approximate Reasoning, 56, Part B (0), pp. 278 - 306, 2015. |

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. |

## 2014 |

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. |

Prior near ignorance for inferences in the k-parameter exponential family Journal Article Statistics, 49 , pp. 1104-1140, 2014. |

Probabilistic Inference in Credal Networks: New Complexity Results Journal Article Journal of Artifical Intelligence Research, 50 , pp. 603–637, 2014. |

Belief function and multivalued mapping robustness in statistical estimation Journal Article International Journal of Approximate Reasoning, 55 (1, Part 3), pp. 311 - 329, 2014. |

## 2013 |

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. |

Imprecise Hierarchical Dirichlet model with applications Inproceedings Information Fusion (FUSION), 2013 Proc. of the 16th International Conference on, pp. 1–8, 2013. |

Set-membership PHD filter Inproceedings Information Fusion (FUSION), 2013 Proc. of the 16th International Conference on, pp. 1722 –1729, 2013. |

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. |

The Generalized Moment-Based Filter Journal Article Automatic Control, IEEE Transactions on, 58 (10), pp. 2642-2647, 2013, ISSN: 0018-9286. |

Density-ratio robustness in dynamic state estimation Journal Article Mechanical Systems and Signal Processing, 37 (1–2), pp. 54 - 75, 2013. |

## 2012 |

Data-Driven Strategies for selective data transmission in sensor networks Inproceedings Accepted to CDC, 2012. |

Pushing Kalman's Idea to the Extremes Inproceedings Accepted to Information Fusion (FUSION), 2012, 2012. |

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. |

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. |

Data-driven communication for state estimation with sensor networks Journal Article Automatica, 48 (5), pp. 926 - 935, 2012. |

State estimation with remote sensors and intermittent transmissions Journal Article Systems & Control Letters, 61 (1), pp. 155 - 164, 2012, ISSN: 0167-6911. |

Data Fusion using Evidential Networks for Decision Support in Surveillance Systems Book Wiley, 2012. |

## 2011 |

Optimal Flow Models for Multiscan Data Association Journal Article Aerospace and Electronic Systems, IEEE Transactions on, 47 (4), pp. 2405 -2422, 2011. |

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. |

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. |

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. |

Robust Filtering Through Coherent Lower Previsions Journal Article Automatic Control, IEEE Transactions on, 56 (7), pp. 1567 -1581, 2011, ISSN: 0018-9286. |

# Publications

bayesian statistics biologically inspired bounded rationality Control desirability dual probabilistic programming Gaussian processes lexicographic machine learning Quantum mechanics radar tracking rationality SOS