Journals [J], Conferences [C] and Book chapters [B]

• [J31] Z. Xue, H. Cai, J. Houssineau and J. Zhang: Orbit-Attitude Coupled Control for Multi Target Tracking Based on Partition Pattern Search.
  IEEE Transactions on Aerospace and Electronic Systems, 61(4), 10855-10867, 2025.
  (IEEE Explore)
• [C29] N. Neggatu, J. Houssineau and G. Montana: Evaluation-Time Policy Switching for Offline Reinforcement Learning.
  24th International Conference on Autonomous Agents and Multiagent Systems (AAMAS), 2025.
  (arXiv:2503.12222)
• [C28] N. M. Hieu, J. Houssineau and N. K. Chada, E. Delande: Decoupling epistemic and aleatoric uncertainties with possibility theory.
  28th International Conference on Artificial Intelligence and Statistics (AISTATS), 2025.
  (OpenReview)
• [C27] S. Utke, J. Houssineau and G. Montana: Investigating relational state abstraction in collaborative MARL.
  39th Annual AAAI Conference on Artificial Intelligence, 2025.
  (arXiv:2412.15388)
• [J30] T. Zhu, Y. Jin, J. Houssineau and G. Montana: Mitigating relative over-generalisation in multi-agent reinforcement learning.
  Transactions on Machine Learning Research, 2024.
  (OpenReview)
• [C26] J. Houssineau, C. Xue, H. Cai, M. Uney and E. Delande. Decentralised multi-sensor target tracking with limited field of view via possibility theory.
  27th International Conference on Information Fusion (FUSION), 2024
  (IEEE Explore)
• [C26] N. Valeyrie, J. Houssineau, C. Strode and Y. Pailhas. On the Estimation of the Size of a Target Population.
  27th International Conference on Information Fusion (FUSION), 2024
  (IEEE Explore)
• [C24] S. Utke, J. Houssineau and G. Montana: Embracing relational reasoning in multi-agent critic
  23rd International conference on Autonomous Agents and Multiagent Systems (AAMAS), 2024
  (ifaamas.org)
• [J29] J. Zhang, Z. Xue, H. Cai, J. Houssineau and L. Li: Robust trajectory control for multi-target tracking in proximity operations
  Journal of Guidance, Control, and Dynamics. 47(10), 2194-2203, 2024
  (arc.aiaa.org)
• [J28] J. Heng, J. Houssineau and A. Jasra: On Unbiased Score Estimation for Partially Observed Diffusions
  Journal of Machine Learning Research, 25(66):1–66, 2024
  (JMLR, arXiv:2105.04912)
• [J27] H. Cai, C. Xue, J. Houssineau, M. Jah and J. Zhang: Possibilistic space object tracking under epistemic uncertainty
  Advances in Space Research, 71(12), 5083–5099, 2023
  (ScienceDirect)
• [J26] H. Cai, J. Houssineau, B. A. Jones, M. Jah and J. Zhang: Possibility generalized labeled multi-Bernoulli filter for multi-target tracking under epistemic uncertainty
  IEEE Transactions on Aerospace and Electronic Systems, 59(2), 1312–1326, 2023
  (IEEE Xplore)
• [B2] E. Delande and J. Houssineau: Uncertain Data Representation
  In: P. Magee, M. Jah and W. Larson (eds.) Space Domain Awareness, 1st edition. Space Technology Series, 2022
  (STS)
• [J25] J. Houssineau, J. Zeng and A. Jasra: Uncertainty modelling and computational aspects of data association
  Statistics and Computing, 31(59), 2021
  (Springer)
• [J24] Z. Chen, B. Ristić, J. Houssineau and D.Y. Kim: Observer control for bearings-only tracking using possibility functions
  Automatica, 133, 109888, 2021
  (Elsevier)
• [J23] J. Houssineau: A linear algorithm for multi-target tracking in the context of possibility theory
  IEEE Transactions on Signal Processing, 69, 2740–2751, 2021
  (IEEE Xplore, arXiv:1801.00571 with supplementary material as appendix)
• [J22] B. Ristić, J. Houssineau and S. Arulampalam: Target tracking in the framework of possibility theory: The possibilistic Bernoulli filter
  Information Fusion, 62, 81-88, 2020
  (Elsevier, arXiv:1911.04022)
• [J21] J. Houssineau, A. Jasra and S.S. Singh: On Large Lag Smoothing for Hidden Markov Models
  SIAM Journal on Numerical Analysis, 57(6), 2812–2828, 2019
  (SIAM, arXiv:1804.07117)
• [J20] J. Houssineau, S.S. Singh and A. Jasra: Identification of multi-object dynamical systems: consistency and Fisher information
  SIAM Journal on Control and Optimization, 57(4), 2603–2627, 2019
  (SIAM, arXiv:1707.04371)
• [J19] J. Houssineau and D.E. Clark: On a representation of partially-distinguishable populations
  Statistics, 54(1), 23-45, 2020
  (Taylor & Francis, arXiv:1608.00723)
• [J18] E.D. Delande, J. Houssineau, J. Franco, C. Frueh, D.E. Clark and M. Jah: A new multi-target tracking algorithm for a large number of orbiting objects
  Advances in Space Research, 64(3), 645-667, 2019
  (ScienceDirect)
• [J17] M. Üney, J. Houssineau, E.D. Delande, S.J. Julier and D.E. Clark: Fusion of finite set distributions: Pointwise consistency and global cardinality
  IEEE Transactions on Aerospace and Electronic Systems, 55(6), 2759-2773, 2019
  (IEEE Xplore)
• [J16] B. Ristić, J. Houssineau and S. Arulampalam: Robust target motion analysis using the possibility particle filter
  IET Radar, Sonar & Navigation, 13(1), 18-22, 2019
  (IET Digital Library)
• [J15] J. Houssineau and D.E. Clark: Multi-target filtering with linearized complexity
  IEEE Transactions on Signal Processing, 66(18), 4957-4970, 2018
  (IEEE Xplore, post-print (corrections in blue), supplementary materials)
  The code of the HISP filter is also available on the Software page.
• [J14] E.D. Delande, J. Houssineau and M. Jah: Physics and human-based information fusion for improved resident space object tracking
  Advances in Space Research, 62(7), 1800-1812, 2018
  (ScienceDirect)
• [J13] A.N. Bishop, J. Houssineau, D. Angley and B. Ristić: Spatio-temporal tracking from natural language statements using outer probability theory
  Information Sciences, 463-464, 56-74, 2018
  (ScienceDirect, preprint)
• [J12] J. Houssineau, A. Jasra and S.S. Singh: Multilevel Monte Carlo for Smoothing via Transport Methods
  SIAM Journal on Scientific Computing, 40(4), A2315-A2335, 2018
  (SIAM)
• [J11] J. Houssineau and A.N. Bishop: Smoothing and filtering with a class of outer measures
  SIAM/ASA Journal on Uncertainty Quantification, 6(2), 845-866, 2018
  (SIAM)
• [J10] With D. Crisan, P. Del Moral and A. Jasra: Unbiased Multi-index Monte Carlo
  Stochastic Analysis and Applications, 36(2), 257-273, 2018
  (Taylor & Francis)
• [J9] I. Schlangen, E.D. Delande, J. Houssineau and D.E. Clark: A second-order PHD filter with mean and variance in target number
  IEEE Transactions on Signal Processing, 66(1), 48-63, 2018
  (IEEE Xplore)
• [J8] E.D. Delande, C. Früh, J. Franco, J. Houssineau and D.E. Clark: Novel Multi-Object Filtering Approach for Space Situational Awareness
  Journal of Guidance, Control, and Dynamics; Special Issue on Space Domain Awareness, 41(1), 59-73, 2018
  (arc.aiaa.org)
• [C23] E.D. Delande, J. Houssineau and M. Jah: A New Representation of Uncertainty for Data Fusion in SSA Detection and Tracking Problems
  21st International Conference on Information Fusion (FUSION), 2018
  (IEEE Xplore)
• [J7] S. Nagappa, E.D. Delande, D.E. Clark and J. Houssineau: A tractable forward-backward CPHD smoother
  IEEE Transactions on Aerospace and Electronic Systems, 53(1), 2017
  (IEEE Xplore)
• [J6] Y. Pailhas, J. Houssineau, Y. Petillot and D.E. Clark: Tracking with MIMO sonar systems: applications to harbour surveillance
  IET Radar, Sonar & Navigation, 11(4), 629-639, 2017
  (IET Digital Library)
• [C22] E.D. Delande, J. Houssineau, J. Franco, C. Früh and D.E. Clark: A new multi-target tracking algorithm for a large number of orbiting objects
  27th AAS/AIAA Space Flight Mechanics Meeting
  (Preprint)
• [J5] D.S. Bryant, E.D. Delande, S. Gehly, J. Houssineau, D.E. Clark and B.A. Jones: The CPHD filter with target spawning
  IEEE Transactions on Signal Processing, 65(5), 13124-13138, 2016
  (IEEE Xplore)
• [J4] J. Houssineau, D.E. Clark, S. Ivekovič, C.S. Lee and J. Franco: A unified approach for multi-object triangulation, tracking and camera calibration
  IEEE Transactions on Signal Processing, 64(11), 2934-2948, 2016
  (IEEE Xplore)
• [J3] I. Schlangen, J. Franco, J. Houssineau, E.W. Pitkeathly, D.E. Clark, I. Smal and C. Rickman: Multiple object tracking with marker-less stage drift correction in super-resolution microscopy
  IEEE Journal of Selected Topics in Signal Processing, Special Issue on Advanced Signal Processing in Microscopy and Cell Imaging, 10(1), 193-202, 2016
  (IEEE Xplore)
• [C21] I. Schlangen, E.D. Delande, J. Houssineau, and D.E. Clark: A PHD filter with negative binomial clutter
  19th International Conference on Information Fusion (FUSION), 2016
  (IEEE Xplore)
• [C20] J. Franco, E.D. Delande, C. Früh, J. Houssineau and D.E. Clark: A spherical co-ordinate space parameterisation for orbit estimation
  IEEE Aerospace Conference, 2016
  (IEEE Xplore)
• [C19] O. Hagen, J. Houssineau, I. Schlangen, E.D. Delande, J. Franco and D. E. Clark: Joint estimation of telescope drift and space debris tracking
  IEEE Aerospace Conference, 2016
  (IEEE Xplore)
• [B1] With P. Del Moral: Particle association measures and multiple target tracking
  In: T. Matsui and G.W. Peters (eds.) Theoretical Aspects of Spatial-Temporal Modeling. Springer Japan, 2015
  (Springer)
• [C18] J. Houssineau, D.E. Clark and P. Del Moral: A sequential Monte Carlo approximation of the HISP filter
  European Signal Processing Conference (EUSIPCO), 2015
  (Eurasip.org)
• [C17] M. Andrecki, E.D. Delande, J. Houssineau and D.E. Clark: Sensor management with regional statistics for the PHD filter
  IEEE Sensor Signal Processing for Defence (SSPD), 2015
  (Preprint)
• [C16] I. McKenna, F. Tonolini, R. Tobin, J. Houssineau, H. Bridle, C. McDougall, I. Schlangen, J.S. McGrath, M. Jimenez and D.E. Clark: Observing the dynamics of waterborne pathogens for assessing the level of contamination
  IEEE Sensor Signal Processing for Defence (SSPD), 2015
  (Preprint)
• [C15] O. Hagen, K. Istenič, V. Bharti, M.A. Dhali, D. Barmaimon, J. Houssineau and D. E. Clark: Calibration of asynchronous smart phone cameras from moving objects
  12th International Conference on Quality Control by Artificial Vision, 2015
  (SPIE Digital Library)
• [C14] E.D. Delande, C. Früh, J. Houssineau and D.E. Clark: Multi-object filtering for space situational awareness
  25th AAS/AIAA Space Flight Mechanics Meeting, 2015
  (Preprint)
• [J2] E.D. Delande, M. Üney, J. Houssineau and D.E. Clark: Regional variance for multi-object filtering
  IEEE Transactions on Signal Processing, 62(13), 3415-3428, 2014
  (IEEE Xplore)
• [C13] C.S. Lee, J. Franco, J. Houssineau and D.E. Clark: Accelerating the single cluster PHD filter with a GPU implementation
  3rd International Conference on Control, Automation and Information Sciences (ICCAIS), 2014
  (Preprint)
• [C12] I. Schlangen, J. Houssineau and D.E. Clark: A novel approach to image calibration in super-resolution microscopy
  3rd International Conference on Control, Automation and Information Sciences (ICCAIS), 2014
  (Preprint)
• [C11] E.D. Delande, J. Houssineau and D.E. Clark: Performance metric in closed-loop sensor management for stochastic populations
  IEEE Sensor Signal Processing for Defence (SSPD), 2014
  (Preprint)
• [C10] J. Houssineau and D.E. Clark: Bayesian estimation of multi-object systems with independently identically distributed correlations
  IEEE Statistical Signal Processing Workshop (SSP), 2014
  (IEEE Xplore, preprint)
• [C9] D.E. Clark and J. Houssineau: Faa di Bruno’s formula and Volterra series
  IEEE Statistical Signal Processing Workshop (SSP), 2014
  (IEEE Xplore)
• [C8] Y. Pailhas, J. Houssineau, E.D. Delande, Y. Petillot and D.E. Clark: Tracking underwater objects using large MIMO sonar systems
  International Conference on Underwater Acoustic, 2014
  (Preprint)
• [J1] D.E. Clark and J. Houssineau: Faà di Bruno’s formula and spatial cluster modelling
  Spatial Statistics, 6, 109-117, 2013
  (ScienceDirect)
• [C7] J. Houssineau, P. Del Moral and D.E. Clark: General multi-object filtering and association measure
  5th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), 2013
  (Preprint)
• [C6] J. Franco, J. Houssineau, D.E. Clark and C. Rickman: Simultaneous tracking of multiple particles and sensor position estimation in fluorescence microscopy images
  2nd International Conference on Control, Automation and Information Sciences (ICCAIS), 2013
  (IEEE Xplore)
• [C5] E.D. Delande, J. Houssineau and D.E. Clark: Localised variance in target number for the Cardinalized Probability Hypothesis Density filter
  16th International Conference on Information Fusion (FUSION), 2013
  (Preprint)
• [C4] E.D. Delande, J. Houssineau and D.E. Clark: PHD filtering with localised target number variance
  SPIE Defense, Security, and Sensing, 2013
  (SPIE Digital Library)
• [C3] J. Houssineau, S. Ivekovič and D.E. Clark: Disparity space: A parameterisation for Bayesian triangulation from multiple cameras
  15th International Conference on Information Fusion (FUSION), 2012
  (IEEE Xplore)
• [C2] J. Houssineau and D. Laneuville: PHD filter with diffuse spatial prior on the birth process with applications to GM-PHD filter
  13th International Conference on Information Fusion (FUSION), 2010
  (IEEE Xplore)
• [C1] D. Laneuville and J. Houssineau: Passive multi target tracking with GM-PHD filter
  13th International Conference on Information Fusion (FUSION), 2010
  (IEEE Xplore)

Ph.D. thesis

• J. Houssineau: Representation and estimation of stochastic populations
  Heriot-Watt University, 2015
  (Final version)

Reports [R]

• [R10] J. Houssineau: Parameter estimation with a class of outer probability measures
  (arXiv:1801.00569)
• [R9] J. Houssineau, A. Jasra and S.S. Singh: On the loss of Fisher information in some multi-object tracking observation models
  (arXiv:1803.09496)
• [R8] J. Houssineau and B. Ristić: Sequential Monte Carlo algorithms for a class of outer measures
  (arXiv:1708.06489)
• [R7] J. Houssineau and D.E. Clark: Bayesian data assimilation based on a family of outer measures
  (arXiv:1611.02989)
• [R6] D.E. Clark, E.D. Delande and J. Houssineau: Basic concepts for multi-object estimation
  (Lecture notes)
• [R5] E.D. Delande, J. Houssineau and D.E. Clark: Multi-object filtering with stochastic populations
  (arXiv:1501.04671)
• [R4] D.E. Clark, J. Houssineau and E.D. Delande: A few calculus rules for chain differentials
  ArXiv preprint, arXiv:1506.08626
• [R3] D.E. Clark and J. Houssineau: Faà di Bruno’s formula for chain differentials
  ArXiv Preprint, arXiv:1310.2833
• [R2] J. Houssineau, E.D. Delande and D.E. Clark: Notes of the Summer School on Finite Set Statistics
  ArXiv Preprint, arXiv:1308.2586
• [R1] D.E. Clark and J. Houssineau: Faa di Bruno’s formula for Gateaux differentials and interacting stochastic population processes
  ArXiv Preprint, arXiv:1202.0264