Back to main page

Publications

Preprints

F. Caron, R. Gottardo, A. Doucet. On-line Changepoint Detection and Parameter Estimation for Genome-wide Transcript Analysis. Technical Report #236, Dept of Statistics, University of British Columbia, Nov. 2007. 

International journal

F. Caron, M. Davy, A. Doucet, E. Duflos, P. Vanheeghe. Bayesian Inference for Linear Dynamic Models with Dirichlet Process Mixtures. IEEE Transactions on Signal Processing. Vol. 56(1), pp. 71-84, 2008.

F. Caron, B. Ristic, E. Duflos, P. Vanheeghe. Least Committed Basic Belief Density Induced by a Multivariate Gaussian: Formulation with Applications. International Journal of Approximate Reasoning. To appear.

F. Caron, M. Davy, E. Duflos, P. Vanheeghe. Particle Filtering for Multisensor Data Fusion with Switching Observation Models. Application to Land Vehicle Positioning. IEEE Transactions on Signal Processing, vol. 55(6), 2007.

F. Caron, S.N. Razavi, J. Song, P. Vanheeghe, E. Duflos, C. Caldas and C. Haas. Locating sensor nodes on construction projects. Autonomous Robots, vol. 22(3), pp. 255-263, 2007.

F. Caron, E. Duflos, D. Pomorski, P. Vanheeghe. GPS/IMU data fusion using multisensor Kalman filtering: Introduction of contextual aspects. Information Fusion, vol. 7(2), pp. 221-230, 2006. 

International conference

F. Caron, A. Doucet. Sparse Bayesian nonparametric regression. International Conference on Machine Learning (ICML'2008), Helsinki, Finland, July 2008.

F. Caron, M. Davy, A. Doucet. Generalized Polya Urn for Time-varying Dirichlet Process Mixtures. 23rd Conference on Uncertainty in Artificial Intelligence (UAI'2007), Vancouver, Canada, July 2007.

F. Caron, M. Davy, A. Doucet, E. Duflos, P. Vanheeghe. Bayesian Inference for Dynamic Models with Dirichlet Process Mixtures. International Conference on Information Fusion (FUSION'06), Florence, Italia, July 10-13, 2006. 

F. Caron, B. Ristic, E. Duflos, P. Vanheeghe. Least Committed basic belief density induced by a multivariate Gaussian pdf . International Conference on Information Fusion (FUSION'06), Florence, Italia, July 10-13, 2006.

F. Caron, S. Navabzadeh Razavi, J. Song, P. Vanheeghe, E. Duflos, C. Caldas, C. Haas. Models for locating RFID nodes. Joint International Conference on Computing and Decision Making in Civil and Building Engineering (ICCCBE'06), Montreal, Canada, June 14-16, 2006.

F. Caron, P. Smets, E. Duflos, P. Vanheeghe. Multisensor data fusion in the frame of the TBM on reals. Application to land vehicle positioning. International Conference on Information Fusion (FUSION'05), Philadelphia, PA, USA, July, 2005.  

F. Caron, E. Duflos, P. Vanheeghe. Introduction of contextual information in a multisensor EKF for autonomous land vehicle positioning. IEEE International Conference on Networking, Sensing and Control (IEEE ICNSC'2005), Tucson, AZ, USA, March, 2005.  

F. Caron, P. Vanheeghe, E. Duflos. On the use of χ² statistics of the Kalman filter as contextual information in multisensor Kalman filtering. International Conference on Nonlinear Problems in Aviation and Aerospace (ICNPAA'2004), Timisoara, Romania, June, 2004.

French-speaking journal

F. Caron, E. Duflos, C. Haas, P. Vanheeghe. Modélisation de mesures de proximité par la théorie des fonctions de croyance. Revue Traitement du Signal, vol. 4(2), 2007.

French-speaking conference

F. Caron, M. Davy, E. Duflos, P. Vanheeghe. Fusion de capteurs potentiellement défaillants par filtrage particulaire. Colloque GRETSI sur le traitement du signal et des images, Louvain-La-Neuve, Belgium, September 6-9, 2005. 

Miscellaneous