- G. Di Benedetto, F. Caron, Y.W. Teh. Non-exchangeable random partition models for microclustering. To appear in Annals of Statistics.
[Tech
Report][Julia Code]
- A. Todeschini, X. Miscouridou, F. Caron. Exchangeable
Random Measures for Sparse and Modular Graphs with Overlapping
Communities. To appear in Journal of the Royal Statistical Society B.
[Tech
Report][Matlab Code]
- G.
Di Benedetto, F. Caron, Y. W. Teh. Non-exchangeable feature allocation
models with sublinear growth of the feature sizes. 23rd International Conference on Artificial Intelligence and Statistics (AISTATS'2020), Palermo, Italy, June 2020.
- F. Ayed, J. Lee, F. Caron. Beyond the Chinese Restaurant and
Pitman-Yor processes: Statistical Models with Double Power-law
Behavior. International Conference on Machine Learning (ICML'2019), Long Beach, USA, June 2019.
[Tech
Report][Matlab Code] - J. Lee, L.F. James, S. Choi, F. Caron. A Bayesian model for sparse
graphs with flexible degree distribution and overlapping community
structure. 22nd International Conference on Artificial Intelligence and Statistics (AISTATS'2019), Okinawa, Japan, April 2019 .
[Tech
Report][Python Code]
- B.P. Hejblum, C. Alkhassim, R. Gottardo, F. Caron, R.
Thiebaut. Sequential
Dirichlet Process Mixtures of Multivariate Skew t-distributions for
Model-based Clustering of Flow Cytometry Data. The Annals of Applied Statistics, vol. 13, No. 1, 638-660, 2019.
[Paper][Cran R package NPflow] - X. Miscouridou, F. Caron, Y. W. Teh. Modelling sparsity,
heterogeneity, reciprocity and community structure in temporal
interaction data. Neural Information Processing
Systems (NeurIPS'2018), Montreal, Canada, 2018.
[Paper][Bibtex][Supplemental][Matlab Code] - F. Caron,
E.B. Fox. Sparse
graphs using exchangeable random measures. Journal of the Royal Statistical
Society B (discussion paper), vol. 79, Part 5, pp.
1295-1366,
2017.
[Paper][Matlab
Code][Citation]
- E. Matechou, F. Caron. Modelling
individual migration patterns using a Bayesian nonparametric approach
for capture-recapture data. The Annals of Applied Statistics,
vol. 11(1), pp. 21-40, 2017.
[Paper][Bibtex]
- F. Caron, W. Neiswanger, F. Wood, A. Doucet, M. Davy. Generalized
Pólya urn for time-varying Pitman-Yor processes. Journal of Machine Learning
Research, vol. 18(27):1-32, 2017.
[Paper][Bibtex]
- A. Barbos, F. Caron, J.F, Giovannelli, A. Doucet. Clone
MCMC: Parallel High-Dimensional Gaussian Gibbs Sampling. Neural Information Processing
Systems (NIPS'2017), Long Beach, USA, 2017.
[Paper][Bibtex]
- T. Gray-Davies, C.C. Holmes, F. Caron. Scalable
Bayesian nonparametric regression via a Plackett-Luce model for
conditional ranks. Electronic
Journal of Statistics, Vol. 10, pp. 1807-1828,
2016.
[Paper][Bibtex]
- C.C. Holmes, F. Caron, J.E. Griffin, D.A. Stephens. Two-sample
Bayesian Nonparametric Hypothesis Testing. Bayesian Analysis,
vol. 10(2), pp. 297-320, 2015.
[Paper][Matlab/Octave
Code][Bibtex]
- F. Caron, Y.W.
Teh, T.B. Murphy. Bayesian
nonparametric Plackett-Luce models for the analysis of preferences for
college degree programmes. The Annals of Applied Statistics,
vol. 8(2), pp. 1145-1181,
2014.
[Publisher][Tech
Report][Matlab/Octave
Code][Slides][Bibtex]
- A. Todeschini, F.
Caron, M. Chavent. Probabilistic
Low
Rank Matrix Completion with
Adaptive Spectral Regularization Algorithms. Neural Information Processing
Systems (NIPS'2013), Lake Tahoe, USA, 2013.
[Paper][Supplementary Material][Matlab Code][Slides]
- F. Caron. Bayesian
nonparametric models for bipartite graphs. Neural Information Processing
Systems (NIPS'2012), Lake Tahoe, USA, 2012.
[Paper][Supplementary Material][BibTex][Slides][Video Talk IHES]
- F. Caron, Y.W. Teh. Bayesian
nonparametric models for ranked data. Neural Information Processing
Systems (NIPS'2012), Lake Tahoe, USA, 2012.
[Paper][Supplementary
Material][BibTex]
- C. Archambeau, F. Caron. Plackett-Luce
regression: A new Bayesian model for polychotomous data. International Conference on
Uncertainty in Artificial Intelligence (UAI'2012),
Catalina Island, USA, 2012.
[Paper]
- A. Lee, F. Caron, A. Doucet, C.C. Holmes. Bayesian
Sparsity-Path-Analysis of Genetic Association Signal using Generalized
t Priors. Statistical
Applications in Genetics and Molecular Biology, vol.
11(2), 2012.
[Publisher] [Tech
Report]
-
F. Caron, A. Doucet. Efficient
Bayesian Inference for generalized Bradley-Terry Models. Journal of Computational and
Graphical Statistics, vol. 21(1), pp. 174-196, 2012.
[Publisher] [Tech
Report] [Matlab/Octave
Code]
-
F. Caron, A. Doucet, R. Gottardo. On-line
Changepoint Detection and Parameter Estimation with Application to
Genomic Data. Statistics
and Computing, vol. 22(2), pp. 579-595, 2012.
[Publisher] [Tech Report]
-
L. Bornn, F. Caron. Bayesian
clustering in decomposable graphs. Bayesian Analysis,
vol. 6(4), pp. 829-846, 2011.
[Publisher]
- F. Caron, P. Del Moral, A. Doucet, M. Pace. Particle
approximations of a class of branching distribution arising in
multi-target tracking. SIAM Journal on Control and
Optimization, vol. 49(4), pp. 1766-1792, 2011.
[Publisher]
[Tech Report]
-
F. Caron, P. Del Moral, A. Doucet, M. Pace. On
the conditional distributions of spatial point processes. Advances in Applied Probability,
vol. 43(2), pp. 301-307, 2011.
[Publisher] [Tech Report]
-
F. Caron, P. Del Moral, M. Pace, B.N. Vo. On
the stability and approximation of branching distribution flows, with
applications to nonlinear multiple target filtering. Stochastic Analysis and
Applications, vol. 29(6), 2011.
[Publisher]
[Tech Report]
-
F. Caron, F. d'Errico, P. Del Moral, F. Santos, J. Zilhao.
The
Reality of Neandertal Symbolic Behavior at the Grotte du Renne,
Arcy-sur-Cure, France. PLoS
ONE 6(6):e21545, 2011.
[Publisher]
- F. Caron, A. Doucet. Bayesian
Nonparametric Models on Decomposable Graphs. Neural Information Processing
Systems (NIPS'2009), Vancouver, Canada, December 2009.
[Paper] [BibTex]
- 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.
[Publisher] [Tech
Report]
- 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. Vol. 48(2), pp. 419-436,
2008. In Memory of Philippe Smets (1938-2005).
[Publisher] [Tech
Report]
-
F. Caron, A. Doucet. Sparse Bayesian
nonparametric regression.
International Conference on Machine Learning (ICML'2008),
Helsinki, Finland, July 2008.
[Publisher]
-
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, 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.
[Publisher] [Tech
Report]
- 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.
[Publisher] [Tech
Report]
- 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.
[Publisher] [Tech Report]