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Christian Robert

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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⟩
Journal articles hal-03912132v1
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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⟩
Journal articles hal-04049902v1

Rethinking the Effective Sample Size

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

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⟩
Journal articles hal-03912172v1

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⟩
Journal articles hal-02393277v1

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
Journal of Machine Learning Research, 2020, 21 (17), pp.1-53
Journal articles hal-03912185v1

AIQ

Christian Robert
CHANCE, 2019, 32 (2), pp.48-49. ⟨10.1080/09332480.2019.1606599⟩
Journal articles hal-02274903v1

Computational Methods for Numerical Analysis with R

Christian Robert
CHANCE, 2019, 32 (1), pp.63-63. ⟨10.1080/09332480.2019.1579600⟩
Journal articles hal-02274930v1

The Beauty of Mathematics in Computer Science

Christian Robert
CHANCE, 2019, 32 (2), pp.47-48. ⟨10.1080/09332480.2019.1606598⟩
Journal articles hal-02274899v1

Generalized Bouncy Particle Sampler

Changye Wu , Christian Robert
Statistics and Computing, inPress
Journal articles hal-01968784v1

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⟩
Journal articles hal-02274876v1

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⟩
Journal articles hal-02274881v1

Let the Evidence Speak

Christian Robert
CHANCE, 2019, 32 (2), pp.49-50. ⟨10.1080/09332480.2019.1606601⟩
Journal articles hal-02274904v1

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⟩
Journal articles hal-01961101v2

Pragmatics of Uncertainty

Christian Robert
CHANCE, 2019, 32 (1), pp.59-59. ⟨10.1080/09332480.2019.1579590⟩
Journal articles hal-02274922v1

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⟩
Journal articles hal-01961123v1

Surprises in Probability–Seventeen Short Stories

Christian Robert
CHANCE, 2019, 32 (2), pp.51-52. ⟨10.1080/09332480.2019.1606603⟩
Journal articles hal-02274909v1

10 Great Ideas About Chance

Christian Robert
CHANCE, 2019, 32 (1), pp.60-62. ⟨10.1080/09332480.2019.1579591⟩
Journal articles hal-02274925v1

Independent Random Sampling Methods

Christian Robert
CHANCE, 2019, 32 (1), pp.62-63. ⟨10.1080/09332480.2019.1579592⟩
Journal articles hal-02274928v1

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⟩
Journal articles hal-02274870v1

Is that a big number?

Christian Robert
CHANCE, 2019, 32 (2), pp.50-51. ⟨10.1080/09332480.2019.1606602⟩
Journal articles hal-02274906v1

Accelerating MCMC algorithms

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

Jeffreys priors for mixture estimation: Properties and alternatives

Clara Grazian , Christian Robert
Computational Statistics and Data Analysis, 2018, 121, pp.149-163
Journal articles hal-01961115v1

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
Journal articles hal-01961130v1

Nonparametric Bayesian Clay for Robust Decision Bricks

Christian Robert , Judith J. Rousseau
Statistical Science, 2017, ⟨10.1214/16-STS567⟩
Journal articles hal-01517665v1

How Principled and Practical Are Penalised Complexity Priors?

Christian Robert , Judith J. Rousseau
Statistical Science, 2017, ⟨10.1214/16-STS603⟩
Journal articles hal-01517638v1

Superintelligence: Paths, Dangers, Strategies

Christian Robert
CHANCE, 2017, 30 (1), pp.42-43. ⟨10.1080/09332480.2017.1302723⟩
Journal articles hal-02274939v1

Une Vie Brève (One Hundred Twenty-One Days)

Christian Robert
CHANCE, 2017, 30 (1), pp.40-40. ⟨10.1080/09332480.2017.1302721⟩
Journal articles hal-02274932v1

Statistical Rethinking

Christian Robert
CHANCE, 2017, 30 (1), pp.40-42. ⟨10.1080/09332480.2017.1302722⟩
Journal articles hal-02274933v1

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⟩
Journal articles hal-01409269v1

Reliable ABC model choice via random forests

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

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⟩
Journal articles hal-01409283v1

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⟩
Journal articles hal-01409264v1

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
Journal articles hal-01248654v1

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
Journal articles hal-01409252v1

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⟩
Journal articles hal-00919595v1

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⟩
Journal articles hal-01067922v1
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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
Diabetes, nutrition & metabolism, 2015, 5 (e153), ⟨10.1038/nutd.2015.3⟩
Journal articles hal-01216407v1

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⟩
Journal articles hal-01409240v1

Discussion

Christian Robert
International Statistical Review, 2014, ⟨10.1111/insr.12040⟩
Journal articles hal-01517672v1

On the Jeffreys-Lindley's paradox

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

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⟩
Journal articles hal-01067901v1

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⟩
Journal articles hal-01067911v1

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⟩
Journal articles hal-01067889v1

Constraining the thick disc formation scenario of the Milky Way

A. C. Robin , C. Reylé , J. Fliri , M. Czekaj , C. P. Robert
Astronomy & Astrophysics - A&A, 2014, 569, pp.26. ⟨10.1051/0004-6361/201423415⟩
Journal articles hal-01068086v1

In praise of the referee

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

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⟩
Journal articles hal-00796976v1

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⟩
Journal articles hal-00656870v1

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⟩
Journal articles hal-00567240v2
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Book reviews, Summer 2012

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

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

Pierre Alquier , Christian Robert
CHANCE, 2012, 25 (4), pp.57-61. ⟨10.1080/09332480.2012.752298⟩
Journal articles hal-00725645v1

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⟩
Journal articles hal-00943727v1

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
Molecular Ecology Resources, 2012, 12 (5), pp.846-55. ⟨10.1111/j.1755-0998.2012.03153.x⟩
Journal articles hal-00796906v1

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⟩
Journal articles hal-00403248v1
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Book reviews, Winter 2011

Christian Robert
CHANCE, 2012, 25 (1), pp.49-57. ⟨10.1080/09332480.2012.668470⟩
Journal articles hal-00656863v1

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⟩
Journal articles hal-00630256v1

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⟩
Journal articles hal-00473018v1

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⟩
Journal articles hal-00630253v1
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Book reviews, Fall 2011

Christian Robert
CHANCE, 2011, 24 (4), pp.58-61
Journal articles hal-00636655v1
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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⟩
Journal articles hal-00375377v1

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⟩
Journal articles hal-00630255v1

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⟩
Journal articles hal-00567242v1
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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⟩
Journal articles hal-00567243v1
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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⟩
Journal articles hal-00596300v1

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⟩
Journal articles hal-00638147v1

Evidence and Evolution: A Review

Christian Robert
Human Genomics, 2011, 5 (2), pp.130-136
Journal articles hal-00494356v1

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⟩
Journal articles hal-00630257v1

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⟩
Journal articles hal-00630254v1

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⟩
Journal articles hal-00423846v1

The Search for Certainty: a critical assessment

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

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⟩
Journal articles hal-00423847v1

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⟩
Journal articles hal-00280461v1
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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⟩
Journal articles inria-00143783v4
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Estimation of cosmological parameters using adaptive importance sampling

Darren Wraith , Martin Kilbinger , Karim Benabed , Olivier Cappe , Jean-François Cardoso
Physical Review D, 2009, 80, pp.023507. ⟨10.1103/PhysRevD.80.023507⟩
Journal articles hal-00450727v1

Harold Jeffreys' Theory of Probability revisited

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

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⟩
Journal articles hal-00450730v1

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
Journal articles hal-00450729v1
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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⟩
Journal articles hal-00216003v2

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⟩
Journal articles hal-00415936v1

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
Journal articles hal-00432955v1

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

Christian Robert
La Recherche, 2008, 424, pp.6
Journal articles hal-00359620v1

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
Bioinformatics, 2008, 24 (23), pp.2713-2719. ⟨10.1093/bioinformatics/btn514⟩
Journal articles hal-00359624v1
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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
Journal articles hal-00273475v1

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⟩
Journal articles hal-00359614v1

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
Journal articles hal-00359618v1
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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⟩
Journal articles hal-00212326v1

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⟩
Journal articles hal-00359613v1

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⟩
Journal articles ineris-00963016v1
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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
Journal articles inria-00070473v1
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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
Journal articles inria-00077857v2

Population Monte Carlo

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

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⟩
Journal articles hal-04081673v1
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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
35th International Conference on Neural Information Processing Systems, Dec 2021, Online, France. ⟨10.5555/3540261.3541565⟩
Conference papers hal-03168489v2

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
Conference papers hal-02786888v1

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⟩
Conference papers hal-01276489v1

Empirical likelihood for Bayesian inference in population genetics

Pierre Pudlo , Raphaël Leblois , Christian Robert
Mathematical and Computational Evolutionnary Biology 2012, Jun 2012, Montpellier, France
Conference papers hal-02932407v1
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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
Conference papers inria-00494745v1
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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
Conference papers ineris-00972424v1

Handbook of Mixture Analysis

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

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
Books hal-01928103v1

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
Books hal-01337395v1

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⟩
Books hal-00450502v1

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⟩
Books hal-00450489v1

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⟩
Book sections hal-03912165v1

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⟩
Book sections hal-03523624v1

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⟩
Book sections hal-03912194v1

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
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
Book sections hal-02787321v1

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
Book sections hal-01961038v1
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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
Book sections hal-01961077v1

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⟩
Book sections hal-01409281v1

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
Book sections hal-00473021v1

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
Book sections hal-00424475v1
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Insufficient Gibbs Sampling

Antoine Luciano , Christian Robert , Robin Ryder
2024
Preprints, Working Papers, ... hal-04389774v1
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Simulating signed mixtures

Julien Stoehr , Christian P. Robert
2024
Preprints, Working Papers, ... hal-04423887v2
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ABC random forests for Bayesian parameter inference

Louis Raynal , Jean-Michel Marin , Pierre Pudlo , Mathieu Ribatet , Christian Robert
2024
Preprints, Working Papers, ... hal-01337189v2

Evidence estimation in finite and infinite mixture models and applications

Adrien Hairault , Christian P. Robert , Judith Rousseau
2022
Preprints, Working Papers, ... hal-03912152v1
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Computing Bayes: From Then 'Til Now 1

Gael M. Martin , David T. Frazier , Christian P. Robert
2022
Preprints, Working Papers, ... hal-03911805v1

Living on the Edge: An Unified Approach to Antithetic Sampling

Roberto Casarin , Radu V. Craiu , Lorenzo Frattarolo , Christian P. Robert
2022
Preprints, Working Papers, ... hal-03912159v1

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

Christian Robert , Changye Wu , Christian P. Robert
2019
Preprints, Working Papers, ... hal-01968772v1

Component-wise approximate Bayesian computation via Gibbs-like steps

Grégoire Clarté , Christian P. Robert , Robin Ryder , Julien Stoehr
2019
Preprints, Working Papers, ... hal-02274914v1

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

Christian Robert , Christian P. Robert , Judith Rousseau
2019
Preprints, Working Papers, ... hal-01968787v1

Faster Hamiltonian Monte Carlo by Learning Leapfrog Scale

Changye Wu , Julien Stoehr , Christian Robert
2019
Preprints, Working Papers, ... hal-01968770v1

Average of Recentered Parallel MCMC for Big Data

Christian Robert , Changye Wu , Christian P. Robert
2019
Preprints, Working Papers, ... hal-01968782v1

Parallelising MCMC via Random Forests

Wu Changye , Christian P. Robert
2019
Preprints, Working Papers, ... hal-02393276v1

Weakly informative reparameterisations for location-scale mixtures

Jeong Eun Lee , Kaniav Kamary , Christian Robert
2017
Preprints, Working Papers, ... hal-01517563v1

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
2017
Preprints, Working Papers, ... hal-01968779v1

Asymptotic Properties of Approximate Bayesian Computation

David Frazier , Gael Martin , Christian Robert , Judith J. Rousseau
2017
Preprints, Working Papers, ... hal-01517556v1

Jeffreys priors for mixture estimation

Clara Grazian , Christian Robert
2017
Preprints, Working Papers, ... hal-01517565v1

Inference in generative models using the Wasserstein distance

Espen Bernton , Pierre Jacob , Mathieu Gerber , Christian Robert
2017
Preprints, Working Papers, ... hal-01517550v1

Testing hypotheses via a mixture estimation model

Kaniav Kamary , Kerrie K. Mengersen , Christian Robert , Judith J. Rousseau
2017
Preprints, Working Papers, ... hal-01517681v1

Non-informative reparameterisations for location-scale mixtures

Kaniav Kamary , Jeong Eun Lee , Christian Robert
2016
Preprints, Working Papers, ... hal-01253398v1
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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
Preprints, Working Papers, ... hal-01113421v1

Reflecting about Selecting Noninformative Priors

Kaniav Kamary , Christian P. Robert
2014
Preprints, Working Papers, ... hal-01067924v1

Accelerating Metropolis-Hastings algorithms: Delayed acceptance with prefetching

Marco Banterle , Clara Grazian , Christian P. Robert
2014
Preprints, Working Papers, ... hal-01067920v1

Efficient learning in ABC algorithms

Mohammed Sedki , Jean-Marie Cornuet , Jean-Michel Marin , Pierre Pudlo , Christian P. Robert
2012
Preprints, Working Papers, ... hal-00741572v1

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
2012
Preprints, Working Papers, ... hal-00658084v1

Simulation in Statistics

Christian Robert
2011
Preprints, Working Papers, ... hal-00596299v1

First moments of the truncated and absolute Student's variates

Christian Robert
2011
Preprints, Working Papers, ... hal-00656867v1
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Evaluating statistic appropriateness for Bayesian model choice

Jean-Michel Marin , Natesh Pillai , Christian Robert , Judith Rousseau
2011
Preprints, Working Papers, ... hal-00641487v1

Bayesian computational methods

Christian Robert
2010
Preprints, Working Papers, ... hal-00473019v1

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

Andrew Gelman , Christian Robert
2010
Preprints, Working Papers, ... hal-00596302v1

On Particle Learning

Nicolas Chopin , Alessandra Iacobucci , Jean-Michel Marin , Kerrie Mengersen , Christian Robert
2010
Preprints, Working Papers, ... hal-00494357v1

On computational tools for Bayesian data analysis

Christian Robert , Jean-Michel Marin
2010
Preprints, Working Papers, ... hal-00473020v1

Discussions on "Riemann manifold Langevin and Hamiltonian Monte Carlo methods"

Simon Barthelme , Magali Beffy , Nicolas Chopin , Arnaud Doucet , Pierre Jacob
2010
Preprints, Working Papers, ... hal-00596301v1

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

Christian Robert , George Casella
2010
Preprints, Working Papers, ... hal-00450405v1

On Bayesian Data Analysis

Christian Robert , Judith Rousseau
2010
Preprints, Working Papers, ... hal-00450404v1

Exact Bayesian Analysis of Mixtures

Christian Robert , Kerrie L. Mengersen
2010
Preprints, Working Papers, ... hal-00567241v1

About incoherent inference

Christian Robert
2010
Preprints, Working Papers, ... hal-00494358v1

Bayesian model comparison in cosmology with Population Monte Carlo

Martin Kilbinger , Darren Wraith , Christian Robert , Karim Benabed , Olivier Cappe
2009
Preprints, Working Papers, ... hal-00441161v1

Simulation of truncated normal variables

Christian Robert
2009
Preprints, Working Papers, ... hal-00431310v1

Estimation of cosmological parameters using adaptive importance sampling

Darren Wraith , Martin Kilbinger , Karim Benabed , Olivier Cappé , Jean-François Cardoso
2009
Preprints, Working Papers, ... hal-00365944v1

Computational methods for Bayesian model choice

Christian Robert , D. Wraith
2009
Preprints, Working Papers, ... hal-00408203v1
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Monte Carlo Methods in Statistics

Christian Robert
2009
Preprints, Working Papers, ... hal-00412639v1

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

James P. Hobert , Vivekananda Roy , Christian Robert
2009
Preprints, Working Papers, ... hal-00436551v1

Bayesian Core: The Complete Solution Manual

Christian Robert , Jean-Michel Marin
2009
Preprints, Working Papers, ... hal-00431308v1

Monte Carlo Methods in Statistics

Christian Robert
2009
Preprints, Working Papers, ... hal-00415940v1

On the relevance of the Bayesian approach to Statistics

Christian Robert
2009
Preprints, Working Papers, ... hal-00421003v1

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

Pierre Jacob , Nicolas Chopin , Christian Robert , Havard Rue
2009
Preprints, Working Papers, ... hal-00431307v1
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A History of Markov Chain Monte Carlo--Subjective Recollections from Incomplete Data--

Christian Robert , George Casella
2008
Preprints, Working Papers, ... hal-00311793v1

Bayesian computation for statistical models with intractable normalizing constants

Yves Atchade , Nicolas Lartillot , Christian Robert
2008
Preprints, Working Papers, ... hal-00274615v1