2015
A Bayesian nonparametric procedure for comparing algorithms Inproceedings
In: 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
In: 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
In: Biometrical Journal, vol. 57, pp. 1002–1019, 2015.
A Bayesian approach for comparing cross-validated algorithms on multiple data sets Journal Article
In: Machine Learning, vol. 100, no. 2, pp. 285–304, 2015.
Imprecise Dirichlet Process With Application to the Hypothesis Test on the Probability That X ≤ Y Journal Article
In: Journal of Statistical Theory and Practice, vol. 9, no. 3, pp. 658-684, 2015.
New prior near-ignorance models on the simplex Journal Article
In: International Journal of Approximate Reasoning, vol. 56, Part B, no. 0, pp. 278 - 306, 2015.
Statistical Tests for Joint Analysis of Performance Measures Inproceedings
In: 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
In: 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
In: Statistics, vol. 49, pp. 1104-1140, 2014.
Probabilistic Inference in Credal Networks: New Complexity Results Journal Article
In: Journal of Artifical Intelligence Research, vol. 50, pp. 603–637, 2014.
Belief function and multivalued mapping robustness in statistical estimation Journal Article
In: International Journal of Approximate Reasoning, vol. 55, no. 1, Part 3, pp. 311 - 329, 2014.
2013
New Prior Near-ignorance Models on the Simplex Inproceedings
In: 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
In: Information Fusion (FUSION), 2013 Proc. of the 16th International Conference on, pp. 1–8, 2013.
Set-membership PHD filter Inproceedings
In: 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
In: Proceedings of the 29th Conference on Uncertainty in Artificial Intelligence (UAI 2013), pp. 391-400, 2013.
The Generalized Moment-Based Filter Journal Article
In: Automatic Control, IEEE Transactions on, vol. 58, no. 10, pp. 2642-2647, 2013, ISSN: 0018-9286.
Density-ratio robustness in dynamic state estimation Journal Article
In: Mechanical Systems and Signal Processing, vol. 37, no. 1–2, pp. 54 - 75, 2013.
2012
Data-Driven Strategies for selective data transmission in sensor networks Inproceedings
In: Accepted to CDC, 2012.
Pushing Kalman's Idea to the Extremes Inproceedings
In: Accepted to Information Fusion (FUSION), 2012, 2012.
Belief Function Robustness in Estimation Incollection
In: Denoeux, Thierry; Masson, Marie-Hélène (Ed.): Belief Functions: Theory and Applications, vol. 164, pp. 375-383, Springer Berlin / Heidelberg, 2012.
A model of prior ignorance for inferences in the one-parameter exponential family Journal Article
In: Journal of Statistical Planning and Inference, vol. 142, no. 7, pp. 1960 - 1979, 2012, ISSN: 0378-3758.
Data-driven communication for state estimation with sensor networks Journal Article
In: Automatica, vol. 48, no. 5, pp. 926 - 935, 2012.
State estimation with remote sensors and intermittent transmissions Journal Article
In: Systems & Control Letters, vol. 61, no. 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
In: Aerospace and Electronic Systems, IEEE Transactions on, vol. 47, no. 4, pp. 2405 -2422, 2011.
Inference with Multinomial Data: Why to Weaken the Prior Strength. Inproceedings
In: 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
In: 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
In: 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
In: Automatic Control, IEEE Transactions on, vol. 56, no. 7, pp. 1567 -1581, 2011, ISSN: 0018-9286.
Performance Measures and MHT for Tracking Move-Stop-Move Targets with MTI Sensors Journal Article
In: Aerospace and Electronic Systems, IEEE Transactions on, vol. 47, no. 2, pp. 996 -1025, 2011.
Robust stochastic control based on imprecise probabilities Inproceedings
In: Proc. of the 18th IFAC World Congress, pp. 4606–4613, 2011.
2010
Interval dominance based data association Inproceedings
In: Information Fusion, 2010. FUSION '10. 13th International Conference on, pp. 1 -8, 2010.
Restricting the IDM for Classification Incollection
In: Hüllermeier, Eyke; Kruse, Rudolf; Hoffmann, Frank (Ed.): Information Processing and Management of Uncertainty in Knowledge-Based Systems. Theory and Methods, vol. 80, pp. 328-337, Springer Berlin Heidelberg, 2010, ISBN: 978-3-642-14055-6.
Aggregating Imprecise Probabilistic Knowledge: application to Zadeh's paradox and sensor networks Journal Article
In: Int. Journal of Approximate Reasoning, vol. 51, no. 9, pp. 1014–1028, 2010.
2009
Reliable hidden Markov model filtering through coherent lower previsions Inproceedings
In: Information Fusion, 2009. FUSION '09. 12th International Conference on, pp. 1743–1750, Seattle (USA), 2009.
Multiple Model Tracking by Imprecise Markov Trees Inproceedings
In: Information Fusion, 2009. FUSION '09. 12th International Conference on, pp. 1767–1774, Seattle (USA), 2009.
Inference from multinomial data based on a MLE-dominance criterion Inproceedings
In: Proc. on European Conf. on Symbolic and Quantitative Approaches to Reasoning and Uncertainty (Ecsqaru), pp. 22–33, Springer Berlin / Heidelberg, Verona (IT), 2009.
Aggregating Imprecise Probabilistic Knowledge Inproceedings
In: Proc. ISIPTA'09 - 6th Int. Symposium on imprecise Probability: Theories and Applications, pp. 31–41, Durham (UK), 2009.
State Estimation with remote sensors and data driven communication Inproceedings
In: Proc. on 1st IFAC workshop on Estimation and Control of networked systems, Venice (IT), 2009.
State Estimation in a Centralized Sensor Network under Limited Communication Rate Inproceedings
In: Proc. on European Control Conference (ECC), Budapest, Hungary, 2009.
Fibonacci sequence, golden section, Kalman filter and optimal control Journal Article
In: Signal Processing, vol. 89, no. 8, pp. 1483–1488, 2009.
An Application of Evidential Networks to Threat Assessment Journal Article
In: Aerospace and Electronic Systems, IEEE Transactions on, vol. 45, no. 2, pp. 620–639, 2009.
State Estimation in a Sensor Network under Bandwidth Constraints Book
Springer, 2009.
2008
Modelling Uncertain Implication Rules in Evidence Theory Inproceedings
In: Information Fusion, 2008. FUSION '08. 11th International Conference on, pp. 1–8, Cologne, Germany, 2008.
Why Should We Use Particle Filtering in FM Band Passive Radar? Inproceedings
In: Proc. on European Radar Conference Amsterdam (EuRAD), pp. 344–347, Amsterdam, Netherlands, 2008.
Traffic intensity estimation via PHD filtering Inproceedings
In: Proc. on European Radar Conference Amsterdam (EuRAD), pp. 340–343, Amsterdam, Netherlands, 2008.
Multiscan association as a single-commodity flow optimization problem Inproceedings
In: Radar Conference, 2008. RADAR '08. IEEE, pp. 519–524, Adelaide, Australia, 2008.
MLE in presence of equality and inequality non-linear constraints for the ballistic target problem Inproceedings
In: Radar Conference, 2008. RADAR '08. IEEE, pp. 1–6, Roma, Italy, 2008.
Tracking a target moving in a known road network by square-root equality-constrained filtering Inproceedings
In: Radar Conference, 2008. RADAR '08. IEEE, pp. 1–6, Roma, Italy, 2008.
Multiscan association as a multi-commodity flow optimization problem Inproceedings
In: Proc. on IEEE Radar Conference, pp. 1–6, Roma, Italy, 2008.