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04/14/2022
Robust Bayesian inference in complex models with possibility theory
We propose a general solution to the problem of robust Bayesian inferenc...
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05/11/2021
On Unbiased Score Estimation for Partially Observed Diffusions
We consider the problem of statistical inference for a class of partiall...
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09/05/2020
Uncertainty modelling and computational aspects of data association
A novel solution to the smoothing problem for multi-object dynamical sys...
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11/11/2019
Target tracking in the framework of possibility theory: The possibilistic Bernoulli filter
The Bernoulli filter is a Bayes filter for joint detection and tracking ...
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08/12/2019
Elements of asymptotic theory with outer probability measures
Outer measures can be used for statistical inference in place of probabi...
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06/01/2018
Robust TMA using the possibility particle filter
The problem is target motion analysis (TMA), where the objective is to e...
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04/19/2018
On Large Lag Smoothing for Hidden Markov Models
In this article we consider the smoothing problem for hidden Markov mode...
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03/26/2018
On the loss of Fisher information in some multi-object tracking observation models
The concept of Fisher information can be useful even in cases where the ...
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02/21/2018
Physics and Human-Based Information Fusion for Improved Resident Space Object Tracking
Maintaining a catalog of Resident Space Objects (RSOs) can be cast in a ...
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02/17/2018
Fusion of finite set distributions: Pointwise consistency and global cardinality
A recent trend in distributed multi-sensor fusion is to use random finit...
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01/02/2018
Detection and estimation of partially-observed dynamical systems: an outer-measure approach
In real environments, it is seldom that physical dynamical systems can b...
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01/02/2018
Parameter estimation with a class of outer probability measures
We explore the interplay between random and deterministic phenomena usin...
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11/08/2017
Multilevel Monte Carlo for Smoothing via Transport Methods
In this article we consider recursive approximations of the smoothing di...
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10/09/2014