Christian Robert

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Publications

Image document

The importance Markov Chain

Charly Andral , Randal Douc , Hugo Marival , Christian Robert
Stochastic Processes and their Applications, 2024, 171, pp.2-26. ⟨10.1016/j.spa.2024.104316⟩
Article dans une revue hal-03912132 v1
Image document

A special issue on Bayesian Inference: Challenges, Perspective, and Prospects

Christian Robert , Judith Rousseau
Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, 2023, 381 (2247), ⟨10.1098/rsta.2022.0155⟩
Article dans une revue hal-04049902 v1

Rethinking the Effective Sample Size

Víctor Elvira , Luca Martino , Christian Robert
International Statistical Review, 2022, 90 (3), pp.525-550. ⟨10.1111/insr.12500⟩
Article dans une revue hal-03911753 v1

Rao–Blackwellisation in the Markov Chain Monte Carlo Era

Christian Robert , Gareth Roberts
International Statistical Review, 2021, 89 (2), pp.237-249. ⟨10.1111/insr.12463⟩
Article dans une revue hal-03912172 v1

Expectation Propagation as a Way of Life: A Framework for Bayesian Inference on Partitioned Data

Christian Robert , Vehtari Aki , Gelman Andrew , Sivula Tuomas , Jylänki Pasi et al.
Journal of Machine Learning Research, 2020, 21 (17), pp.1-53
Article dans une revue hal-03912185 v1

Component-wise approximate Bayesian computation via Gibbs-like steps

Grégoire Clarté , Christian Robert , Robin Ryder , Julien Stoehr
Biometrika, 2020, 108 (3), pp.591-607. ⟨10.1093/biomet/asaa090⟩
Article dans une revue hal-02393277 v1

Practical Bayesian Inference: A Primer for Physical ScientistsCoryn A. L.Bailer‐JonesCambridge University Press, 2017, x + 295 pages, £69.99, hardcover ISBN 978‐1‐316‐64221‐4

Christian Robert
International Statistical Review, 2019, 87 (1), pp.182-184. ⟨10.1111/insr.12318⟩
Article dans une revue hal-02274881 v1

Let the Evidence Speak

Christian Robert
CHANCE, 2019, 32 (2), pp.49-50. ⟨10.1080/09332480.2019.1606601⟩
Article dans une revue hal-02274904 v1

Generalized Bouncy Particle Sampler

Changye Wu , Christian Robert
Statistics and Computing, In press
Article dans une revue hal-01968784 v1

Model misspecification in approximate Bayesian computation: consequences and diagnostics

David Frazier , Christian Robert , Judith Rousseau
Journal of the Royal Statistical Society: Series B, 2019, 82 (2), pp.421-444. ⟨10.1111/rssb.12356⟩
Article dans une revue hal-01961101 v2

Computational Methods for Numerical Analysis with R

Christian Robert
CHANCE, 2019, 32 (1), pp.63-63. ⟨10.1080/09332480.2019.1579600⟩
Article dans une revue hal-02274930 v1

The Beauty of Mathematics in Computer Science

Christian Robert
CHANCE, 2019, 32 (2), pp.47-48. ⟨10.1080/09332480.2019.1606598⟩
Article dans une revue hal-02274899 v1

AIQ

Christian Robert
CHANCE, 2019, 32 (2), pp.48-49. ⟨10.1080/09332480.2019.1606599⟩
Article dans une revue hal-02274903 v1

Pragmatics of Uncertainty

Christian Robert
CHANCE, 2019, 32 (1), pp.59-59. ⟨10.1080/09332480.2019.1579590⟩
Article dans une revue hal-02274922 v1

Auxiliary Likelihood-Based Approximate Bayesian Computation in State Space Models

Gaël Martin , Brendan P.M. Mccabe , David Frazier , Worapree Maneesoonthorn , Christian Robert
Journal of Computational and Graphical Statistics, 2019, 28 (3), pp.1-34. ⟨10.1080/10618600.2018.1552154⟩
Article dans une revue hal-01961123 v1

Is that a big number?

Christian Robert
CHANCE, 2019, 32 (2), pp.50-51. ⟨10.1080/09332480.2019.1606602⟩
Article dans une revue hal-02274906 v1
Image document

ABC random forests for Bayesian parameter inference

Louis Raynal , Jean-Michel Marin , Pierre Pudlo , Mathieu Ribatet , Christian Robert et al.
Bioinformatics, 2019, 35 (10), pp.1720-1728. ⟨10.1093/bioinformatics/bty867⟩
Article dans une revue hal-01337189 v2

Independent Random Sampling Methods

Christian Robert
CHANCE, 2019, 32 (1), pp.62-63. ⟨10.1080/09332480.2019.1579592⟩
Article dans une revue hal-02274928 v1

Approximate Bayesian computation with the Wasserstein distance

Espen Bernton , Pierre Jacob , Mathieu Gerber , Christian Robert
Journal of the Royal Statistical Society: Series B (Statistical Methodology), 2019, 81 (2), pp.235-269. ⟨10.1111/rssb.12312⟩
Article dans une revue hal-02274870 v1
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Abandon Statistical Significance

Blakeley Mcshane , David Gal , Andrew Gelman , Christian Robert , Jennifer Tackett
The American Statistician, 2019, 73 (sup1), pp.235-245. ⟨10.1080/00031305.2018.1527253⟩
Article dans une revue hal-02274876 v1

10 Great Ideas About Chance

Christian Robert
CHANCE, 2019, 32 (1), pp.60-62. ⟨10.1080/09332480.2019.1579591⟩
Article dans une revue hal-02274925 v1

Surprises in Probability–Seventeen Short Stories

Christian Robert
CHANCE, 2019, 32 (2), pp.51-52. ⟨10.1080/09332480.2019.1606603⟩
Article dans une revue hal-02274909 v1

Accelerating MCMC algorithms

Christian Robert , Víctor Elvira , Nick Tawn , Changye Wu
Wiley Interdisciplinary Reviews: Computational Statistics, 2018, 10 (5), pp.e1435
Article dans une revue hal-01961128 v1

Jeffreys priors for mixture estimation: Properties and alternatives

Clara Grazian , Christian Robert
Computational Statistics and Data Analysis, 2018, 121, pp.149-163
Article dans une revue hal-01961115 v1

Weakly Informative Reparameterizations for Location-Scale Mixtures

Kaniav Kamary , Jeong Eun Lee , Christian Robert
Journal of Computational and Graphical Statistics, 2018, 27 (4), pp.836-848
Article dans une revue hal-01961130 v1

How Principled and Practical Are Penalised Complexity Priors?

Christian Robert , Judith J. Rousseau
Statistical Science, 2017, ⟨10.1214/16-STS603⟩
Article dans une revue hal-01517638 v1

Nonparametric Bayesian Clay for Robust Decision Bricks

Christian Robert , Judith J. Rousseau
Statistical Science, 2017, ⟨10.1214/16-STS567⟩
Article dans une revue hal-01517665 v1

Superintelligence: Paths, Dangers, Strategies

Christian Robert
CHANCE, 2017, 30 (1), pp.42-43. ⟨10.1080/09332480.2017.1302723⟩
Article dans une revue hal-02274939 v1

Statistical Rethinking

Christian Robert
CHANCE, 2017, 30 (1), pp.40-42. ⟨10.1080/09332480.2017.1302722⟩
Article dans une revue hal-02274933 v1

Une Vie Brève (One Hundred Twenty-One Days)

Christian Robert
CHANCE, 2017, 30 (1), pp.40-40. ⟨10.1080/09332480.2017.1302721⟩
Article dans une revue hal-02274932 v1

Bayesian Estimation of Small Effects in Exercise and Sports Science

Kerrie K. Mengersen , Christopher C. Drovandi , Christian Robert , Pyne David , Christopher Gore
PLoS ONE, 2016, 11 (4), pp.e0147311. ⟨10.1371/journal.pone.0147311⟩
Article dans une revue hal-01409269 v1

Reliable ABC model choice via random forests

Pierre Pudlo , Jean-Michel Marin , Arnaud Estoup , Jean-Marie Cornuet , Mathieu Gautier et al.
Bioinformatics, 2016, 32 (6), pp.859 - 866. ⟨10.1093/bioinformatics/btv684⟩
Article dans une revue hal-01067925 v1

Comment on: Reflections on the Probability Space Induced by Moment Conditions with Implications for Bayesian Inference

Christian Robert
Journal of Financial Econometrics, 2016, 14 (2), pp.265-271. ⟨10.1093/jjfinec/nbv005⟩
Article dans une revue hal-01409283 v1

The expected demise of the Bayes factor

Christian Robert
Journal of Mathematical Psychology, 2016, 72, pp.33-37. ⟨10.1016/j.jmp.2015.08.002⟩
Article dans une revue hal-01409264 v1

Discussion on the paper of Gerber and Chopin "Quasi Monte Carlo

Christian Robert
Journal of the Royal Statistical Society: Series B, 2015, 77 (3), pp.2
Article dans une revue hal-01248654 v1

Bayesian computation: a summary of the current state, and samples backwards and forwards

Peter J Green , Krzysztof Łatuszyński , Marcelo Pereyra , Christian Robert
Statistics and Computing, 2015, 25 (4), pp.835-862
Article dans une revue hal-01409252 v1

Objective Bayesian hypothesis testing in binomial regression models with integral prior distributions

Diego Salmeron , Juan Antonio Cano , C. P. Robert
Statistica Sinica, 2015, 25 (3), pp.15. ⟨10.5705/ss.2013.338⟩
Article dans une revue hal-00919595 v1

Comment on Article by Dawid and Musio

Clara Grazian , Illaria Masiani , Christian Robert
Bayesian Analysis, 2015, 10 (2), pp.511-515. ⟨10.1214/15-BA942C⟩
Article dans une revue hal-01409240 v1
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Comparison of the gut microbiota of people in France and Saudi Arabia

M Yasir , Emmanouil Angelakis , F Bibi , El Azhar , Dipankar Bachar et al.
Diabetes, nutrition & metabolism, 2015, 5 (e153), ⟨10.1038/nutd.2015.3⟩
Article dans une revue hal-01216407 v1

Pre-processing for approximate Bayesian computation in image analysis

Matthew T. Moores , Christopher C. Drovandi , Kerrie Mengersen , Christian P. Robert
Statistics and Computing, 2015, 25 (1), pp.11. ⟨10.1007/s11222-014-9525-6⟩
Article dans une revue hal-01067922 v1

On the Jeffreys-Lindley's paradox

Christian Robert
Philosophy of Science, 2014, 81 (2), pp.216-232. ⟨10.1086/675729⟩
Article dans une revue hal-00853651 v1

Relevant statistics for Bayesian model choice

Jean-Michel Marin , Natesh S. Pillai , Christian P. Robert , Judith Rousseau
Journal of the Royal Statistical Society: Series B, 2014, 76 (5), pp.1-25. ⟨10.1111/rssb.12056⟩
Article dans une revue hal-01067901 v1

Discussion

Christian Robert
International Statistical Review, 2014, ⟨10.1111/insr.12040⟩
Article dans une revue istex hal-01517672 v1

Revised evidence for statistical standards

Andrew Gelman , Christian Robert
Proceedings of the National Academy of Sciences of the United States of America, 2014, 111 (19), pp.E1936-E1937. ⟨10.1073/pnas.1322995111⟩
Article dans une revue hal-01067889 v1

discussion of the paper "Bayesian measures of model complexity and fit" by D. Spiegelhalter et al.

Christian Robert
Journal of the Royal Statistical Society: Series B, 2014, 76 (3), pp.492-493. ⟨10.1111/rssb.12062⟩
Article dans une revue istex hal-01067911 v1

Constraining the thick disc formation scenario of the Milky Way

A. C. Robin , C. Reylé , J. Fliri , M. Czekaj , C. P. Robert et al.
Astronomy & Astrophysics - A&A, 2014, 569, pp.26. ⟨10.1051/0004-6361/201423415⟩
Article dans une revue hal-01068086 v1

In praise of the referee

Nicolas Chopin , Andrew Gelman , Kerrie L. Mengersen , Christian Robert
ISBA Bulletin, 2013, 20 (1), pp.13-19
Article dans une revue hal-00704798 v1

Bayesian computation via empirical likelihood.

Kerrie L Mengersen , Pierre Pudlo , Christian Robert
Proceedings of the National Academy of Sciences of the United States of America, 2013, 110 (4), pp.1321-1326. ⟨10.1073/pnas.1208827110⟩
Article dans une revue hal-00796976 v1

Error and Inference: an outsider stand on a frequentist philosophy

Christian Robert
Theory and Decision, 2013, 74 (3), pp.447-461. ⟨10.1007/s11238-012-9298-3⟩
Article dans une revue hal-00656870 v1

Approximate Bayesian computational methods

Jean-Michel Marin , Pierre Pudlo , Christian P. Robert , Robin Ryder
Statistics and Computing, 2012, 22 (6), ⟨10.1007/s11222-011-9288-2⟩
Article dans une revue hal-00567240 v2
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Book reviews, Summer 2012

Christian Robert
CHANCE, 2012, 25 (3), pp.58-62. ⟨10.1080/09332480.2012.726567⟩
Article dans une revue hal-00687315 v1
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Book Reviews (Spring 2012)

Alessandra Iacobucci , Christian Robert
CHANCE, 2012, 25 (2), pp.57-61. ⟨10.1080/09332480.2012.685375⟩
Article dans une revue hal-00664781 v1
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Book reviews, Fall 2012

Pierre Alquier , Christian Robert
CHANCE, 2012, 25 (4), pp.57-61. ⟨10.1080/09332480.2012.752298⟩
Article dans une revue hal-00725645 v1
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Book reviews, Winter 2011

Christian Robert
CHANCE, 2012, 25 (1), pp.49-57. ⟨10.1080/09332480.2012.668470⟩
Article dans une revue hal-00656863 v1

Adaptive Multiple Importance Sampling

Jean-Marie Cornuet , Jean-Michel Marin , Antonietta Mira , Christian Robert
Scandinavian Journal of Statistics, 2012, 39 (4), pp.798-812. ⟨10.1111/j.1467-9469.2011.00756.x⟩
Article dans une revue hal-00403248 v1

Estimation of demo-genetic model probabilities with Approximate Bayesian Computation using linear discriminant analysis on summary statistics.

Arnaud Estoup , Eric Lombaert , Jean-Michel Marin , Thomas Guillemaud , Pierre Pudlo et al.
Molecular Ecology Resources, 2012, 12 (5), pp.846-55. ⟨10.1111/j.1755-0998.2012.03153.x⟩
Article dans une revue istex hal-00796906 v1

Regularization in regression: comparing Bayesian and frequentist methods in a poorly informative situation

Gilles Celeux , Mohammed El Anbari , Jean-Michel Marin , Christian Robert
Bayesian Analysis, 2012, 7 (2), pp.477-502. ⟨10.1214/12-BA716⟩
Article dans une revue hal-00943727 v1

An attempt at reading Keynes' Treatise on Probability

Christian Robert
International Statistical Review, 2011, 79 (1), pp.1-15. ⟨10.1111/j.1751-5823.2010.00129.x⟩
Article dans une revue hal-00473018 v1

A Handbook of Statistical Analyses Using R, Second Edition by Brian S. Everitt, Torsten Hothorn: A review

Christian Robert
International Statistical Review, 2011, 79 (2), pp.276-277. ⟨10.1111/j.1751-5823.2011.00149_5.x⟩
Article dans une revue istex hal-00630256 v1

A Comparison of the Bayesian and frequentist approaches to estimation by Francisco J. Samaniego: A review.

Christian Robert
International Statistical Review, 2011, 79 (1), pp.117-118. ⟨10.1111/j.1751-5823.2011.00134_4.x⟩
Article dans une revue istex hal-00630253 v1
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A vanilla Rao–Blackwellization of Metropolis–Hastings algorithms

Randal Douc , Christian Robert
Annals of Statistics, 2011, 39 (1), pp.261-277. ⟨10.1214/10-AOS838⟩
Article dans une revue hal-00375377 v1

Bayesian Model Selection and Statistical Modeling by Tomohiro Ando: A review

Christian Robert
International Statistical Review, 2011, 79 (1), pp.120-121. ⟨10.1111/j.1751-5823.2011.00134_7.x⟩
Article dans une revue istex hal-00630255 v1
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Book reviews, Fall 2011

Christian Robert
CHANCE, 2011, 24 (4), pp.58-61
Article dans une revue hal-00636655 v1

Evidence and Evolution: A Review

Christian Robert
Human Genomics, 2011, 5 (2), pp.130-136
Article dans une revue hal-00494356 v1

Time Series: Modeling, Computation, and Inference by Raquel Prado, Mike West: A review

Christian Robert
International Statistical Review, 2011, 79 (2), pp.277-279. ⟨10.1111/j.1751-5823.2011.00149_6.x⟩
Article dans une revue istex hal-00630254 v1

Discussion of "Is Bayes Posterior just Quick and Dirty Confidence?" by D. A. S. Fraser

Christian Robert
Statistical Science, 2011, 26 (3), pp.317-318. ⟨10.1214/11-STS352A⟩
Article dans une revue hal-00638147 v1

Bayesian Decision Analysis: Principles and Practice by Jim Q. Smith: A review

Christian Robert
International Statistical Review, 2011, 79 (2), pp.272-273. ⟨10.1111/j.1751-5823.2011.00149_1.x⟩
Article dans une revue istex hal-00630257 v1
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Lack of confidence in approximate Bayesian computation model choice

C. P. Robert , J.-M. Cornuet , J.-M. Marin , N. S. Pillai
Proceedings of the National Academy of Sciences of the United States of America, 2011, 108 (37), pp.15112-15117. ⟨10.1073/pnas.1102900108⟩
Article dans une revue hal-00596300 v1
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James E. Gentle: Computational statistics

Christian Robert
Statistics and Computing, 2011, 21 (2), pp.289-292. ⟨10.1007/s11222-010-9189-9⟩
Article dans une revue hal-00567243 v1

Using parallel computation to improve Independent Metropolis--Hastings based estimation

Pierre Jacob , Christian Robert , Murray H. Smith
Journal of Computational and Graphical Statistics, 2011, 20 (3), pp.1-19. ⟨10.1198/jcgs.2011.10167⟩
Article dans une revue hal-00567242 v1

On resolving the Savage–Dickey paradox

Jean-Michel Marin , Christian P. Robert
Electronic Journal of Statistics , 2010, 4, pp.643-654. ⟨10.1214/10-EJS564⟩
Article dans une revue hal-00423846 v1

The Search for Certainty: a critical assessment

Christian Robert
Bayesian Analysis, 2010, 05 (02), pp.213-222. ⟨10.1214/10-BA601⟩
Article dans une revue hal-00473022 v1

Model choice versus model criticism

Christian Robert , Kerrie L. Mengersen , Carla Chen
Proceedings of the National Academy of Sciences of the United States of America, 2010, 107 (3), pp.E5. ⟨10.1073/pnas.0911260107⟩
Article dans une revue hal-00423847 v1

ABC methods for model choice in Gibbs random fields

Aude Grelaud , Christian Robert , Jean-Michel Marin
Comptes Rendus. Mathématique, 2009, 347 (3-4), pp.205-210. ⟨10.1016/j.crma.2008.12.009⟩
Article dans une revue hal-00450730 v1
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A Bayesian reassessment of nearest-neighbour classification

Lionel Cucala , Jean-Michel Marin , Christian Robert , Mike Titterington
Journal of the American Statistical Association, 2009, 104 (485), pp.263-273. ⟨10.1198/jasa.2009.0125⟩
Article dans une revue inria-00143783 v4

Adaptive approximate Bayesian computation

M. A. Beaumont , J.-M. Cornuet , J.-M. Marin , C. P. Robert
Biometrika, 2009, 96 (4), pp.983-990. ⟨10.1093/biomet/asp052⟩
Article dans une revue hal-00280461 v1
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Estimation of cosmological parameters using adaptive importance sampling

Darren Wraith , Martin Kilbinger , Karim Benabed , Olivier Cappe , Jean-François Cardoso et al.
Physical Review D, 2009, 80, pp.023507. ⟨10.1103/PhysRevD.80.023507⟩
Article dans une revue hal-00450727 v1

Harold Jeffreys' Theory of Probability revisited

Nicolas Chopin , Christian Robert , Judith Rousseau
Statistical Science, 2009, 24 (2), pp.141-172. ⟨10.1214/09-STS284⟩
Article dans une revue hal-00274631 v1

Comments on: Natural Induction: An Objective Bayesian Approach

Christian Robert
RACSAM. Real Academia de Ciencias. Serie A, Matemáticas - Revista de la Real Academia de Ciencias Exactas, Físicas y Naturales. Serie A, Matemáticas, 2009, 103 (1), pp.149-150
Article dans une revue hal-00450729 v1

Harold Jeffreys' Theory of Probability revisited: a reply

Christian Robert , Nicolas Chopin , Judith Rousseau
Statistical Science, 2009, 24 (2), pp.191-194. ⟨10.1214/09-STS284REJ⟩
Article dans une revue hal-00415936 v1
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Contemplating Evidence: properties, extensions of, and alternatives to Nested Sampling

Nicolas Chopin , Christian Robert
Biometrika, 2009, 97, pp.755. ⟨10.1093/biomet/asq021⟩
Article dans une revue hal-00216003 v2

Infering population history with DIY ABC: a user-friendly approach to Approximate Bayesian Computation.

Jean-Marie Cornuet , Filipe Santos , Marc A. Beaumont , Christian Robert , Jean-Michel Marin et al.
Bioinformatics, 2008, 24 (23), pp.2713-2719. ⟨10.1093/bioinformatics/btn514⟩
Article dans une revue hal-00359624 v1

Convergence of adaptive mixtures of importance sampling schemes

Randal Douc , A. Guillin , Jean-Michel Marin , C. P. Robert
Statistics and Computing, 2008, 18,, pp.447-459
Article dans une revue hal-00432955 v1

À propos de l'article de N. Vayatis "Bayésiens contre fréquentistes, un faux débat

Christian Robert
La Recherche, 2008, 424, pp.6
Article dans une revue hal-00359620 v1
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Approximating the marginal likelihood in mixture models

Jean-Michel Marin , Christian Robert
Indian Bayesian Society Newsletter, 2008, V (1), pp.2-7
Article dans une revue hal-00273475 v1

Report of the Editors - 2007

Christian Robert , Andrew Wood
Journal of the Royal Statistical Society: Series B, 2008, Volume 70 (1), pp.1-2. ⟨10.1111/j.1467-9868.2007.00626.x⟩
Article dans une revue istex hal-00359614 v1

Are risk agents more optimistic? A Bayesian estimation approach

Selima Ben Mansour , Elyès Jouini , Jean-Michel Marin , Clotilde Napp , Christian Robert
Journal of Applied Econometrics, 2008, 23 (6), pp.843-860. ⟨10.1002/jae.1027⟩
Article dans une revue hal-00359613 v1
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On some difficulties with a posterior probability approximation technique

Christian Robert , Jean-Michel Marin
Bayesian Analysis, 2008, 3 (2), pp.427-442. ⟨10.1214/08-BA316⟩
Article dans une revue hal-00212326 v1

Discussion of "Sure independence screening for ultra-high dimensional feature space" by Fan and Lv.

Christian Robert
Journal of the Royal Statistical Society, 2008, 70 (5), pp.901
Article dans une revue hal-00359618 v1

Bayesian-optimal design via interacting particle systems

Billy Amzal , Frédéric Y. Bois , Eric Parent , Christian P. Robert
Journal of the American Statistical Association, 2006, 101 (474), pp.773-785. ⟨10.1198/016214505000001159⟩
Article dans une revue ineris-00963016 v1
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Iterated importance sampling in missing data problems

Gilles Celeux , Jean-Michel Marin , Christian Robert
Computational Statistics and Data Analysis, 2006, 50 (12), pp.3386-3404
Article dans une revue inria-00070473 v1
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Sélection bayésienne de variables en régression linéaire

Gilles Celeux , Jean-Michel Marin , Christian Robert
Journal de la Société Française de Statistique, 2006, 147 (1), pp.59-79
Article dans une revue inria-00077857 v2

Population Monte Carlo

Olivier Cappé , Arnaud Guillin , Jean-Michel Marin , Christian Robert
Journal of Computational and Graphical Statistics, 2004, 13 (4), pp.907-929
Article dans une revue hal-01337419 v1

On the Convergence of the Monte Carlo Maximum Likelihood Method for Latent Variable Models

Olivier Cappe , Randal Douc , Eric Moulines , Christian Robert
Scandinavian Journal of Statistics, 2002, 29 (4), pp.615-635. ⟨10.1111/1467-9469.00309⟩
Article dans une revue istex hal-04081673 v1
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NEO: Non Equilibrium Sampling on the Orbit of a Deterministic Transform

Achille Thin , Yazid Janati , Sylvain Le Corff , Charles Ollion , Arnaud Doucet et al.
35th International Conference on Neural Information Processing Systems, Dec 2021, Online, France. ⟨10.5555/3540261.3541565⟩
Communication dans un congrès hal-03168489 v2

Approximate Bayesian Computation using Random Forest

Jean-Michel Marin , Pierre Pudlo , Louis Raynal , Arnaud A Estoup , Christian P. Robert
Validating and Expanding Approximate Bayesian Computation Methods (17w5025), Banff International Research Station for Mathematical Innovation and Discovery (BIRS). MEX., Feb 2017, Banff, Canada
Communication dans un congrès hal-02786888 v1

Jeffreys’ Priors for Mixture Estimation

Clara Grazian , Christian Robert
Bayesian Statistics from Methods to Models and Applications / BAYSM 2014, Sep 2014, Vienna, Austria. pp.37-48, ⟨10.1007/978-3-319-16238-6_4⟩
Communication dans un congrès hal-01276489 v1

Empirical likelihood for Bayesian inference in population genetics

Pierre Pudlo , Raphaël Leblois , Christian Robert
Mathematical and Computational Evolutionnary Biology 2012, Jun 2012, Montpellier, France
Communication dans un congrès hal-02932407 v1
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Modélisation bayésienne hiérarchique pour l'estimation de matrice de covariance - Application à la gestion actif-passif de portefeuilles financiers

Mathilde Bouriga , Olivier Féron , Jean-Michel Marin , Christian Robert
42èmes Journées de Statistique, 2010, Marseille, France, France
Communication dans un congrès inria-00494745 v1
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Optimisation de plans d'expérience par méthodes particulaires

Billy Amzal , Eric Parent , Frédéric Y. Bois , Christian P. Robert
35. Journées de Statistiques, Jun 2003, Lyon, France. pp.97-100
Communication dans un congrès ineris-00972424 v1

Handbook of Mixture Analysis

Sylvia Frühwirth-Schnatter , Gilles Celeux , Christian P. Robert
Taylor & Francis, 2019
Ouvrages hal-03943314 v1

Handbook of Mixture Analysis

Sylvia Frühwirth-Schnatter , Gilles Celeux , Christian P. Robert
CRC Press, pp.1-536, 2018, Chapman & Hall/CRC Handbooks of Modern Statistical Methods, 9781498763813
Ouvrages hal-01928103 v1

Bayesian essentials with R

Jean-Michel Marin , Christian Robert
Springer Verlag, New York, pp.XIV-296, 2014, Springer Textbooks in Statistics, 978-1-4614-8686-2
Ouvrages hal-01337395 v1

Introducing Monte Carlo Methods with R

Christian Robert , George Casella
Robert Gentleman. Springer Verlag, New York, pp.284, 2009, Use R, John Kimmel, ⟨10.1007/1441915753⟩
Ouvrages hal-00450502 v1

Bayesian Core: A practical approach to computational Bayesian statistics

Jean-Michel Marin , Christian Robert
Springer Verlag, New York, pp.258, 2007, Springer Textbooks in Statistics, ⟨10.1007/978-0-387-38983-7⟩
Ouvrages hal-00450489 v1

Approximate Bayesian computation, an introduction

Christian Robert
Jean-Baptiste Marquette Didier Fraix‐Burnet Stéphane Girard and Julyan Arbel. Statistics for Astrophysics, EDP Sciences, pp.77-112, 2021, 978-2-7598-2275-1. ⟨10.1051/978-2-7598-2275-1.c008⟩
Chapitre d'ouvrage hal-03912165 v1

A Bayesian Generalized Poisson Model for Cyber Risk Analysis

Christian Robert , Giulia Carallo , Roberto Casarin
Mathematical and Statistical Methods for Actuarial Sciences and Finance, Springer International Publishing; Springer International Publishing, pp.123-128, 2021, ⟨10.1007/978-3-030-78965-7_19⟩
Chapitre d'ouvrage hal-03523624 v1

Markov Chain Monte Carlo Algorithms for Bayesian Computation, a Survey and Some Generalisation

Wu Changye , Christian Robert
Case Studies in Applied Bayesian Data Science, 2259, Springer International Publishing, pp.89-119, 2020, Lecture Notes in Mathematics, ⟨10.1007/978-3-030-42553-1_4⟩
Chapitre d'ouvrage hal-03912194 v1

Application of ABC to Infer the Genetic History of Pygmy Hunter-Gatherer Populations from Western Central Africa

Arnaud A Estoup , Paul Verdu , Jean-Michel Marin , Christian Robert , Alexandre Dehne Garcia et al.
Scott A. Sisson; Yanan Fan; Mark A. Beaumont. Handbook of Approximate Bayesian Computation, Chapman and Hall, Chapter 18, 2019, Chapman & Hall/CRC Handbooks of Modern Statistical Methods, 9781439881507
Chapitre d'ouvrage hal-02787321 v1

Computational Solutions for Bayesian Inference in Mixture Models

Christian Robert , Gilles Celeux , Kaniav Kamary , Gertraud Malsiner-Walli , Jean-Michel Marin
Handbook of Mixture Analysis, CRC Press, 2018
Chapitre d'ouvrage hal-01961038 v1
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Model Selection for Mixture Models-Perspectives and Strategies

Gilles Celeux , Sylvia Frühwirth-Schnatter , Christian Robert
Handbook of Mixture Analysis, CRC Press, 2018
Chapitre d'ouvrage hal-01961077 v1

Approximate Bayesian Computation: A Survey on Recent Results

Christian Robert
Ronald Cools; Dirk Nuyens. Monte Carlo and Quasi-Monte Carlo Methods, Springer International Publishing, pp.185-205, 2016, 978-3-319-33505-6. ⟨10.1007/978-3-319-33507-0_7⟩
Chapitre d'ouvrage hal-01409281 v1

Bayesian Inference and computation

Christian Robert , Jean-Michel Marin , Judith Rousseau
D. Balding, M. Stumpf, M. Girolami. Handbook of Statistical Systems Biology, John Wiley, pp.39-65, 2011, 978-0-470-71086-9
Chapitre d'ouvrage hal-00473021 v1

Importance sampling methods for Bayesian discrimination between embedded models

Jean-Michel Marin , Christian Robert
M.-H. Chen, D. Dey, P. Mueller, D. Sun and K. Ye. Frontiers of Statistical Decision Making and Bayesian Analysis, Springer-Verlag, New York, pp.513-527, 2010
Chapitre d'ouvrage hal-00424475 v1
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Insufficient Gibbs Sampling

Antoine Luciano , Christian Robert , Robin Ryder
2024
Pré-publication, Document de travail hal-04389774 v1

Evidence estimation in finite and infinite mixture models and applications

Adrien Hairault , Christian P. Robert , Judith Rousseau
2022
Pré-publication, Document de travail hal-03912152 v1
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Computing Bayes: From Then 'Til Now 1

Gael M. Martin , David T. Frazier , Christian P. Robert
2022
Pré-publication, Document de travail hal-03911805 v1

Living on the Edge: An Unified Approach to Antithetic Sampling

Roberto Casarin , Radu V. Craiu , Lorenzo Frattarolo , Christian P. Robert
2022
Pré-publication, Document de travail hal-03912159 v1

Component-wise approximate Bayesian computation via Gibbs-like steps

Grégoire Clarté , Christian P. Robert , Robin Ryder , Julien Stoehr
2019
Pré-publication, Document de travail hal-02274914 v1

The Coordinate Sampler: A Non-Reversible Gibbs-like MCMC Sampler

Christian Robert , Changye Wu , Christian P. Robert
2019
Pré-publication, Document de travail hal-01968772 v1

Some comments about A Bayesian criterion for singular models by M. Drton and M. Plummer

Christian Robert , Christian P. Robert , Judith Rousseau
2019
Pré-publication, Document de travail hal-01968787 v1

Faster Hamiltonian Monte Carlo by Learning Leapfrog Scale

Changye Wu , Julien Stoehr , Christian Robert
2019
Pré-publication, Document de travail hal-01968770 v1

Parallelising MCMC via Random Forests

Wu Changye , Christian P. Robert
2019
Pré-publication, Document de travail hal-02393276 v1

Average of Recentered Parallel MCMC for Big Data

Christian Robert , Changye Wu , Christian P. Robert
2019
Pré-publication, Document de travail hal-01968782 v1

Weakly informative reparameterisations for location-scale mixtures

Jeong Eun Lee , Kaniav Kamary , Christian Robert
2017
Pré-publication, Document de travail hal-01517563 v1

Some discussions on the Read Paper "Beyond subjective and objective in statistics" by A. Gelman and C. Hennig

Christian Robert , Gilles Celeux , Jack Jewson , Julie Josse , Jean-Michel Marin et al.
2017
Pré-publication, Document de travail hal-01968779 v1

Asymptotic Properties of Approximate Bayesian Computation

David Frazier , Gael Martin , Christian Robert , Judith J. Rousseau
2017
Pré-publication, Document de travail hal-01517556 v1

Jeffreys priors for mixture estimation

Clara Grazian , Christian Robert
2017
Pré-publication, Document de travail hal-01517565 v1

Inference in generative models using the Wasserstein distance

Espen Bernton , Pierre Jacob , Mathieu Gerber , Christian Robert
2017
Pré-publication, Document de travail hal-01517550 v1

Testing hypotheses via a mixture estimation model

Kaniav Kamary , Kerrie K. Mengersen , Christian Robert , Judith J. Rousseau
2017
Pré-publication, Document de travail hal-01517681 v1

Non-informative reparameterisations for location-scale mixtures

Kaniav Kamary , Jeong Eun Lee , Christian Robert
2016
Pré-publication, Document de travail hal-01253398 v1
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Bayesian computation: a perspective on the current state, and sampling backwards and forwards

Peter Green , Krzysztof Latuszyski , Marcelo Pereyra , Christian Robert
2015
Pré-publication, Document de travail hal-01113421 v1

Reflecting about Selecting Noninformative Priors

Kaniav Kamary , Christian P. Robert
2014
Pré-publication, Document de travail hal-01067924 v1

Accelerating Metropolis-Hastings algorithms: Delayed acceptance with prefetching

Marco Banterle , Clara Grazian , Christian P. Robert
2014
Pré-publication, Document de travail hal-01067920 v1

Efficient learning in ABC algorithms

Mohammed Sedki , Jean-Marie Cornuet , Jean-Michel Marin , Pierre Pudlo , Christian P. Robert
2012
Pré-publication, Document de travail hal-00741572 v1

Some discussions of D. Fearnhead and D. Prangle's Read Paper "Constructing summary statistics for approximate Bayesian computation: semi-automatic approximate Bayesian computation

Christophe Andrieu , Simon Barthelme , Nicolas Chopin , Julien Cornebise , Arnaud Doucet et al.
2012
Pré-publication, Document de travail hal-00658084 v1
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Evaluating statistic appropriateness for Bayesian model choice

Jean-Michel Marin , Natesh Pillai , Christian Robert , Judith Rousseau
2011
Pré-publication, Document de travail hal-00641487 v1

First moments of the truncated and absolute Student's variates

Christian Robert
2011
Pré-publication, Document de travail hal-00656867 v1

Simulation in Statistics

Christian Robert
2011
Pré-publication, Document de travail hal-00596299 v1

On Particle Learning

Nicolas Chopin , Alessandra Iacobucci , Jean-Michel Marin , Kerrie Mengersen , Christian Robert et al.
2010
Pré-publication, Document de travail hal-00494357 v1

Not only defended but also applied": A look back at Feller's take on Bayesian inference

Andrew Gelman , Christian Robert
2010
Pré-publication, Document de travail hal-00596302 v1

On computational tools for Bayesian data analysis

Christian Robert , Jean-Michel Marin
2010
Pré-publication, Document de travail hal-00473020 v1

Bayesian computational methods

Christian Robert
2010
Pré-publication, Document de travail hal-00473019 v1

Discussions on "Riemann manifold Langevin and Hamiltonian Monte Carlo methods

Simon Barthelme , Magali Beffy , Nicolas Chopin , Arnaud Doucet , Pierre Jacob et al.
2010
Pré-publication, Document de travail hal-00596301 v1

About incoherent inference

Christian Robert
2010
Pré-publication, Document de travail hal-00494358 v1

Exact Bayesian Analysis of Mixtures

Christian Robert , Kerrie L. Mengersen
2010
Pré-publication, Document de travail hal-00567241 v1

On Bayesian Data Analysis

Christian Robert , Judith Rousseau
2010
Pré-publication, Document de travail hal-00450404 v1

Introducing Monte Carlo Methods with R Solutions to Odd-Numbered Exercises

Christian Robert , George Casella
2010
Pré-publication, Document de travail hal-00450405 v1

Bayesian model comparison in cosmology with Population Monte Carlo

Martin Kilbinger , Darren Wraith , Christian Robert , Karim Benabed , Olivier Cappe et al.
2009
Pré-publication, Document de travail hal-00441161 v1

Simulation of truncated normal variables

Christian Robert
2009
Pré-publication, Document de travail hal-00431310 v1

Computational methods for Bayesian model choice

Christian Robert , D. Wraith
2009
Pré-publication, Document de travail hal-00408203 v1

Estimation of cosmological parameters using adaptive importance sampling

Darren Wraith , Martin Kilbinger , Karim Benabed , Olivier Cappé , Jean-François Cardoso et al.
2009
Pré-publication, Document de travail hal-00365944 v1
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Monte Carlo Methods in Statistics

Christian Robert
2009
Pré-publication, Document de travail hal-00412639 v1

Comments on "Particle Markov chain Monte Carlo" by C. Andrieu, A. Doucet, and R. Hollenstein

Pierre Jacob , Nicolas Chopin , Christian Robert , Havard Rue
2009
Pré-publication, Document de travail hal-00431307 v1

Monte Carlo Methods in Statistics

Christian Robert
2009
Pré-publication, Document de travail hal-00415940 v1

On the relevance of the Bayesian approach to Statistics

Christian Robert
2009
Pré-publication, Document de travail hal-00421003 v1

Bayesian Core: The Complete Solution Manual

Christian Robert , Jean-Michel Marin
2009
Pré-publication, Document de travail hal-00431308 v1

Improving the Convergence Properties of the Data Augmentation Algorithm with an Application to Bayesian Mixture Modelling

James P. Hobert , Vivekananda Roy , Christian Robert
2009
Pré-publication, Document de travail hal-00436551 v1

Bayesian computation for statistical models with intractable normalizing constants

Yves Atchade , Nicolas Lartillot , Christian Robert
2008
Pré-publication, Document de travail hal-00274615 v1
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A History of Markov Chain Monte Carlo--Subjective Recollections from Incomplete Data

Christian Robert , George Casella
2008
Pré-publication, Document de travail hal-00311793 v1