On sequential Monte Carlo sampling methods for Bayesian filtering A Doucet, S Godsill, C Andrieu Statistics and computing 10 (3), 197-208, 2000 | 5738 | 2000 |

An introduction to MCMC for machine learning C Andrieu, N De Freitas, A Doucet, MI Jordan Machine learning 50 (1-2), 5-43, 2003 | 2656 | 2003 |

Particle markov chain monte carlo methods C Andrieu, A Doucet, R Holenstein Journal of the Royal Statistical Society: Series B (Statistical Methodology …, 2010 | 1905 | 2010 |

On sequential simulation-based methods for Bayesian filtering A Doucet | 960 | 1998 |

A tutorial on adaptive MCMC C Andrieu, J Thoms Statistics and computing 18 (4), 343-373, 2008 | 752 | 2008 |

The pseudo-marginal approach for efficient Monte Carlo computations C Andrieu, GO Roberts The Annals of Statistics 37 (2), 697-725, 2009 | 745 | 2009 |

Particle methods for change detection, system identification, and control C Andrieu, A Doucet, SS Singh, VB Tadic Proceedings of the IEEE 92 (3), 423-438, 2004 | 381 | 2004 |

On the ergodicity properties of some adaptive MCMC algorithms C Andrieu, É Moulines The Annals of Applied Probability 16 (3), 1462-1505, 2006 | 323 | 2006 |

Joint Bayesian model selection and estimation of noisy sinusoids via reversible jump MCMC C Andrieu, A Doucet IEEE Transactions on Signal Processing 47 (10), 2667-2676, 1999 | 295 | 1999 |

Particle filtering for partially observed Gaussian state space models C Andrieu, A Doucet Journal of the Royal Statistical Society: Series B (Statistical Methodology …, 2002 | 267 | 2002 |

Stability of stochastic approximation under verifiable conditions C Andrieu, É Moulines, P Priouret SIAM Journal on control and optimization 44 (1), 283-312, 2005 | 225 | 2005 |

Efficient particle filtering for jump Markov systems. Application to time-varying autoregressions C Andrieu, M Davy, A Doucet IEEE Transactions on signal processing 51 (7), 1762-1770, 2003 | 211 | 2003 |

Bayesian curve fitting using MCMC with applications to signal segmentation E Punskaya, C Andrieu, A Doucet, WJ Fitzgerald IEEE Transactions on signal processing 50 (3), 747-758, 2002 | 208 | 2002 |

Particle methods for Bayesian modeling and enhancement of speech signals J Vermaak, C Andrieu, A Doucet, SJ Godsill IEEE transactions on speech and audio processing 10 (3), 173-185, 2002 | 204 | 2002 |

Sequential MCMC for Bayesian model selection C Andrieu, N De Freitas, A Doucet Proceedings of the IEEE Signal Processing Workshop on Higher-Order …, 1999 | 165 | 1999 |

Model criticism based on likelihood-free inference, with an application to protein network evolution O Ratmann, C Andrieu, C Wiuf, S Richardson Proceedings of the National Academy of Sciences 106 (26), 10576-10581, 2009 | 164 | 2009 |

Particle filtering for multi-target tracking and sensor management A Doucet, BN Vo, C Andrieu, M Davy Proceedings of the Fifth International Conference on Information Fusion …, 2002 | 162 | 2002 |

Iterative algorithms for state estimation of jump Markov linear systems A Doucet, C Andrieu IEEE transactions on signal processing 49 (6), 1216-1227, 2001 | 147 | 2001 |

On-line parameter estimation in general state-space models C Andrieu, A Doucet, VB Tadic Proceedings of the 44th IEEE Conference on Decision and Control, 332-337, 2005 | 131 | 2005 |

Model selection by MCMC computation C Andrieu, PM Djurić, A Doucet Signal Processing 81 (1), 19-37, 2001 | 123 | 2001 |