Christian P. Robert

Research interests

Publications

• Abandon Statistical Significance

  HAL (Le Centre pour la Communication Scientifique Directe) · 2019

• Reliable ABC model choice via random forests

  Bioinformatics · 2015 · https://doi.org/10.1093/bioinformatics/btv684

• Machine Learning, a Probabilistic Perspective

  CHANCE · 2014 · https://doi.org/10.1080/09332480.2014.914768

• Microbial culturomics: paradigm shift in the human gut microbiome study

  Clinical Microbiology and Infection · 2012 · https://doi.org/10.1111/1469-0691.12023

• Lack of confidence in approximate Bayesian computation model choice

  Proceedings of the National Academy of Sciences · 2011 · https://doi.org/10.1073/pnas.1102900108

• Approximate Bayesian computational methods

  Statistics and Computing · 2011 · https://doi.org/10.1007/s11222-011-9288-2

• Introducing Monte Carlo Methods with R

  Journal · 2009 · https://doi.org/10.1007/978-1-4419-1576-4

• Sparse canonical methods for biological data integration: application to a cross-platform study

  BMC Bioinformatics · 2009 · https://doi.org/10.1186/1471-2105-10-34

• Adaptive approximate Bayesian computation

  Biometrika · 2009 · https://doi.org/10.1093/biomet/asp052

• A Sparse PLS for Variable Selection when Integrating Omics Data

  Statistical Applications in Genetics and Molecular Biology · 2008 · https://doi.org/10.2202/1544-6115.1390

• Inferring population history withDIY ABC: a user-friendly approach to approximate Bayesian computation

  Bioinformatics · 2008 · https://doi.org/10.1093/bioinformatics/btn514

• Performance of Genomic Selection in Mice

  Genetics · 2008 · https://doi.org/10.1534/genetics.108.088575

• Bayesian Core: A Practical Approach to Computational Bayesian Statistics

  Springer texts in statistics · 2007 · https://doi.org/10.1007/978-0-387-38983-7

• Bayesian Modelling and Inference on Mixtures of Distributions

  Handbook of statistics · 2005 · https://doi.org/10.1016/s0169-7161(05)25016-2

• Monte Carlo Statistical Methods (Springer Texts in Statistics)

  Springer eBooks · 2005

• Population Monte Carlo

  Journal of Computational and Graphical Statistics · 2004 · https://doi.org/10.1198/106186004x12803

• Monte Carlo Statistical Methods

  Springer texts in statistics · 2004 · https://doi.org/10.1007/978-1-4757-4145-2

• Monte Carlo Statistical Methods

  Technometrics · 2000 · https://doi.org/10.2307/1270959

• Computational and Inferential Difficulties with Mixture Posterior Distributions

  Journal of the American Statistical Association · 2000 · https://doi.org/10.1080/01621459.2000.10474285

• Monte Carlo Statistical Methods

  Springer texts in statistics · 1999 · https://doi.org/10.1007/978-1-4757-3071-5

• Simulation of truncated normal variables

  Journal · 1995

• An overview of robust Bayesian analysis

  Test · 1994 · https://doi.org/10.1007/bf02562676

• The Bayesian Choice

  Springer texts in statistics · 1994 · https://doi.org/10.1007/978-1-4757-4314-2

• Estimation of Finite Mixture Distributions Through Bayesian Sampling

  Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1994 · https://doi.org/10.1111/j.2517-6161.1994.tb01985.x

Current projects

No projects listed.