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Publications
Journals
- N. Brunel, Parameter estimation of ODEs via nonparametric estimators,
Electronic Journal of Statistics, Vol. 2 (2008)
1242–1267,
pdf.
- N. Brunel, J. Lapuyade-Lahorgue and W. Pieczynski, Modeling and unsupervised
classification of multivariate hidden Markov chains with copulas, (to appear in IEEE Transactions
on Automatic Control, january 2010),
pdf
- M. Quach, N. Brunel and F. d'Alché-Buc, Estimating parameters and hidden variables in nonlinear
state-space models based on ODEs for biological networks, Bioinformatics, 2007, 23, 3209--3216.
accessible
here,
with
supplementary material and code.
- N. Brunel, W. Pieczynski, Unsupervised signal restoration using hidden Markov chains with
copulas, Signal Processing, 85, pp. 2304-2315, 2005.
pdf
Conferences
- N. Brunel, W. Pieczynski and F. Barbaresco, Chaînes de Markov cachées multivariées à bruit
corrélé non gaussien, avec applications à la segmentation du signal radar, Colloque GRETSI 2005,
Louvain-la-Neuve, 3-6 sept. 2005.
pdf
- N. Brunel, W. Pieczynski, Modeling temporal dependence of Spherically Invariant Random Vectors
with triplet Markov chains, IEEE Workshop on Statistical Signal Processing, July 17-20 2005,
Bordeaux.
pdf
- N. Brunel, W. Pieczynski and S. Derrode, Copulas in Vectorial Hidden Markov Chains for
Multicomponent Image Segmentation, Proceedings of ICASSP 2005, Philadelphia, 18-23 March 2005.
pdf
- N. Brunel, F. Barbaresco, Doppler and Polarimetric Statistical segmentation of Radar Clutter
Environment based on Pairwise Markov Chains, Proceedings of Radar Toulouse 2004, Toulouse, 18-22
October 2004.
pdf
- N. Brunel, W. Pieczynski. Unsupervised signal restoration using copulas and pairwise Markov
chains, Proceedings of the IEEE Workshop on Statistical Signal Processing (SSP 2003), Saint Louis
(Missouri), September 28 - October 1, 2003.
pdf
Work in progress
- Bayesian estimation of ODEs with Monte Carlo methods, with Florence d'Alché-Buc.
- Estimation of differential equations with orthogonality conditions, with Florence
d'Alché-Buc.
- Extracting modules in biological networks, with Yousri Slaoui and Florence d'Alché-Buc.
- Hough transform for regression.
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Machine Learning in Systems Biology,2009
This international workshop will take place at Ljubljana, Slovenia on September 5-6, 2009.
All details
here
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Accessible Version
Imprint