G. Fleury, Optimal nonlinear modeling and reparametrization, Proc. IEEE Int. Workshop Intelligent Signal Processing, pp.72-76, 1999.

J. Besag, Markov Chain Monte Carlo for statistical inference, Univ. Washington, Center Statistics Social Sci, 2000.

G. S. Fishman, Monte Carlo concepts, algorithms, and applications, Springer Series in Operations Research, 1995.

R. M. Neal, Probabilistic inference using Markov Chain Monte Carlo methods, Dept. Comput. Sci, 1993.

C. P. Robert and G. Casella, Monte Carlo Statistical Methods, 2004.

B. P. Carlin and S. Chib, Bayesian model choice via Markov Chain Monte Carlo methods, J. R. Stat. Soc., Ser. B, vol.57, issue.3, pp.473-484, 1995.

A. F. Smith and G. O. Roberts, Bayesian computation via the Gibbs sampler and related Markov Chain Monte Carlo methods, J. R. Stat. Soc., Ser. B, vol.55, issue.1, pp.3-23, 1993.

S. Chib and E. Greenberg, Understating the Metropolis?Hastings algorithm, Amer. Stat, vol.49, issue.4, pp.327-335, 1995.

S. Senecal and P. Amblard, MCMC methods for discrete source separation, AIP Conference Proceedings, pp.350-359, 2000.
DOI : 10.1063/1.1381899

J. Vermaak, M. Niranjan, and S. J. Godsillin, An improved speech production model for voiced speech utilising a seasonal AR-AR model and MCMC simulation, Signal Processing Group, 1998.

A. E. Gelfand and S. K. Sahu, On Markov Chain Monte Carlo Acceleration, Journal of Computational and Graphical Statistics, vol.6, issue.3, pp.261-276, 1994.
DOI : 10.1080/00031305.1992.10475856

P. Hall and B. Presnell, Intentionally biased bootstrap methods, Journal of the Royal Statistical Society: Series B (Statistical Methodology), vol.61, issue.1, pp.143-158, 1999.
DOI : 10.1111/1467-9868.00168

J. Shao, Bootstrap Model Selection, Journal of the American Statistical Association, vol.15, issue.434, pp.655-665, 1996.
DOI : 10.1080/03610929308831184

J. Møller, Perfect simulation of conditionally specified models, Journal of the Royal Statistical Society: Series B (Statistical Methodology), vol.61, issue.1, pp.251-264, 1999.
DOI : 10.1111/1467-9868.00175

J. G. Propp and D. B. Wilson, Exact sampling with coupled Markov chains and applications to statistical mechanics, Random Structures and Algorithms, vol.9, issue.1-2, pp.223-252, 1996.
DOI : 10.1002/(SICI)1098-2418(199608/09)9:1/2<223::AID-RSA14>3.0.CO;2-O

P. Djuri´cdjuri´c, Y. Huang, and T. Ghirmai, Perfect sampling: a review and applications to signal processing, IEEE Transactions on Signal Processing, vol.50, issue.2, pp.345-356, 2002.
DOI : 10.1109/78.978389

M. Davoust, G. Fleury, and J. Oksman, A Parametric Estimation Approach for Groove Dimensioning Using Remote Field Eddy Current Inspection, Research in Nondestructive Evaluation, vol.11, issue.1, pp.39-57, 1999.
DOI : 10.1080/09349849908968148

G. Fleury, Non-intrusive time-of-flight flowmeter???parametric estimation and optimisation, Sensors and Actuators A: Physical, vol.47, issue.1-3, pp.364-368, 1995.
DOI : 10.1016/0924-4247(94)00922-5

J. I. De-la-rosa and G. Fleury, Bootstrap density approximation for measurement purposes, Proc. Int. Association Science and Technology Development (IASTED) Conf. Signal Processing and Communications, pp.357-361, 2000.

S. Brahim-belhouari, G. Fleury, and M. E. Davoust, Model selection based on robustness criterion with measurement application, Proc. SPIE, pp.196-202, 1999.

S. Brahim-belhouari, M. Kieffer, G. Fleury, L. Jaulin, and E. Walter, Model selection via worst-case criterion for nonlinear bounded-error estimation, IEEE Transactions on Instrumentation and Measurement, vol.49, issue.3, pp.653-658, 2000.
DOI : 10.1109/19.850410

URL : https://hal.archives-ouvertes.fr/hal-00844852

J. Marriott, N. Ravishanker, A. Gelfand, and J. Pai, Bayesian analysis of ARMA processes: Complete sampling-based inference under exact likelihoods, Bayesian Analysis in Statistics and Econometrics, pp.243-256, 1996.

M. J. Box, Bias in nonlinear estimation, J. R. Stat. Soc., Ser. B, vol.33, issue.1, pp.171-201, 1971.

A. Pázman, Probability distribution of the multivariate nonlinear least squares estimates, Kibernetika (Prague), vol.20, issue.2, pp.209-230, 1984.

R. M. Neal, Slice sampling, The Annals of Statistics, vol.31, issue.3, 2001.
DOI : 10.1214/aos/1056562461