Sorted by Year

A slightly expanded list sorted by type of publications is also available in pdf format. Look here for futher information regarding the Inference in HMMs book written with Eric Moulines and Tobias Rydén.

The full text of most recent works is available from arXiv et aussi depuis l'archive HAL.

You may also want to check G Scholar, Lens.org, openalex, dblp or zbMATH (very incomplete coverage for the latter).

Further information regarding recent publications may also be available from my OpenReview account.

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  • Nicolas Seichepine, Slim Essid, Cédric Févotte, and Olivier Cappé. Soft nonnegative matrix co-factorization. IEEE Trans. Signal Process., 62(2):5940–5949, 2014.
  • Emilie Kaufmann, Olivier Cappé, and Aurélien Garivier. On the complexity of A/B testing. In Conf. Learning Theory (COLT), Barcelona, Spain, June 2014.
  • Nicolas Seichepine, Slim Essid, Cédric Févotte, and Olivier Cappé. Piecewise constant nonnegative matrix factorization. In IEEE Int. Conf. Acoust., Speech, Signal Processing (ICASSP), Florence, May 2014.
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  • Olivier Cappé, Aurélien Garivier, Odalric-Ambrym Maillard, Rémi Munos, and Gilles Stoltz. Kullback-Leibler upper confidence bounds for optimal sequential allocation. Ann. Statist., 41(3):1516–1541, 2013. (DOI)
  • Zaid Harchaoui, Francis Bach, Olivier Cappé, and Eric Moulines. Kernel-based methods for hypothesis testing. IEEE Signal Processing Mag., 30:87–97, July 2013. (DOI)
  • Alireza Roodaki, Rémi Bardenet, Olivier Cappé, and Balázs Kégl. Detection and estimation of high energy physical particles using monte carlo methods. In Colloque du GRETSI, Brest, France, septembre 2013.
  • Nicolas Seichepine, Slim Essid, Cédric Févotte, and Olivier Cappé. Co-factorisation douce en matrices non-négatives ; application au regroupement multimodal de locuteurs. In Colloque du GRETSI, Brest, France, septembre 2013.
  • Nicolas Seichepine, Slim Essid, Cédric Févotte, and Olivier Cappé. Soft nonnegative matrix co-factorization with application to multimodal speaker diarization. In IEEE Int. Conf. Acoust., Speech, Signal Processing (ICASSP), Vancouver, May 2013.
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  • Sarah Filippi, Olivier Cappé, Aurélien Garivier, and Csaba Szepesvári. Parametric bandits: The generalized linear case. In Adv. Neural Inf. Process. Syst. (NIPS), December 2010.
  • Sarah Filippi, Olivier Cappé, and Aurélien Garivier. Optimism in reinforcement learning and Kullback-Leibler divergence. In Allerton Conference on Communication, Control, and Computing, Monticello, US, September 29 – October 1 2010. (DOI)
  • Olivier Cappé. Discussion of 'Particle Markov chain Monte Carlo methods' by C. Andrieu, A. Doucet and R. Holenstein. J. Royal Statist. Soc. B, 72(3):269–342, 2010.
  • Sarah Filippi, Olivier Cappé, Aurélien Garivier, and Csaba Szepesvári. Bandits contextuels : apprentissage par renforcement dans les modèles linéaires généralisés. In 5èmes Journées Francophones de Planification, Décision et Apprentissage pour la conduite de systèmes (JFPDA), 2010.
  • Thomas Lavergne, Olivier Cappé, and François Yvon. Practical very large scale CRFs. In Proc. 48th Annual Meeting Association for Computational Linguistics (ACL), pages 504–513, Uppsala, Sweden, July 2010.
  • Martin Kilbinger, Darren Wraith, Christian P. Robert, Karim Benabed, Olivier Cappé, Jean-François Cardoso, Gersende Fort, Simon Prunet, and François Bouchet. Bayesian model comparison in cosmology with population Monte Carlo. MNRAS, 45:2381–2390, 2010. (DOI)
  • Nataliya Sokolovska, Thomas Lavergne, Olivier Cappé, and François Yvon. Efficient learning of sparse conditional random fields for supervised sequence labelling. IEEE J. Sel. Topics Signal Process., 4(6):953–964, December 2010. (DOI)
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  • Olivier Cappé, Aranud Guillin, Jean-Michel Marin, and Christian P. Robert. Population Monte Carlo. J. Comput. Graph. Statist., 13(4):907–929, 2004. (DOI)
  • Fabrice Clérot, Françoise Fessant, Olivier Collin, Olivier Cappé, and Eric Moulines. A simple mixture model for unsupervised text categorisation. In Fifth International Conference on Data Mining, Malaga, Spain, September 15–17 2004.
  • Fabrice Clérot, Olivier Collin, Olivier Cappé, and Eric Moulines. Le modèle "monomaniaque": un modèle statistique simple pour l'analyse exploratoire d'un corpus de textes. In Colloque international sur la Fouille de Texte (CIFT), La Rochelle, 22–24 juin 2004.
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  • Olivier Cappé, Aranud Doucet, Marc Lavielle, and Eric Moulines. Simulation-based methods for blind maximum-likelihood filter identification. Signal Processing, 73(1–2):3–25, 1999.
  • Karim Abed-Meraim, Vincent Buchoux, Olivier Cappé, and Eric Moulines. Iterative turbo decoding using gibbs sampling. In International Conference on Information, Communications and Signal Processing (ICICS), Singapore, December 7–10 1999.
  • Stéphanie Dubost and Olivier Cappé. Analysis and enhancement of locally harmonic signals using adaptive multi-kernel methods. In IEEE Workshop App. Signal Process. Audio Acoust. (WASPA), October 1999.
  • Vincent Buchoux, Eric Moulines, Olivier Cappé, and Alexei Gorokhov. Semi-blind subspace techniques for digital communication systems. In Proc. IEEE SPAWC Workshop, 1999.
  • Stéphanie Dubost and Olivier Cappé. Estimation adaptative de signaux localement harmoniques. In Colloque du GRETSI, Vannes, France, septembre 1999.
  • Vincent Buchoux, Eric Moulines, Olivier Cappé, and Alexei Gorokhov. Estimation semi-autodidacte par méthode sous-espace pour systèmes de réception multicapteurs. In Colloque du GRETSI, Vannes, France, septembre 1999.
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  • Vincent Buchoux, Lisa Perros-Meilhac, Olivier Cappé, and Eric Moulines. Blind and semi-blind equalization: methods and algorithms. Annales des Télécommunications, 53(11–12):449–465, 1998.
  • Yannis Stylianou, Olivier Cappé, and Eric Moulines. Continuous probabilistic transform for voice conversion. IEEE Trans. Speech Audio Process., 6(2):131–142, March 1998.
  • Olivier Cappé, Chafic Mokbel, Denis Jouvet, and Eric Moulines. An algorithm for maximum likelihood estimation of hidden Markov models with unknown state-tying. IEEE Trans. Speech Audio Process., 6(1):61–70, January 1998.
  • Simon Godsill, Peter Rayner, and Olivier Cappé. Digital audio restoration. In M. Kahrs and K. Brandenburg, editors, Applications of Signal Processing to Audio and Acoustics. Kluwer Academic Publishers, 1998.
  • Gersende Fort, Olivier Cappé, Eric Moulines, and Philippe Soulier. Optimization via simulation for maximum likelihood estimation in incomplete data models. In IEEE Workshop Statist. Signal Array Process., pages 80–83, 1998.
  • Olivier Cappé, Randal Douc, Eric Moulines, and Christian P. Robert. Bayesian analysis of overdispersed count data with application to teletraffic monitoring. In R. Payne and P. Green, editors, Proceedings in Computational Statistics (COMPSTAT), pages 215–220. Physica-Verlag, 1998.
  • Olivier Cappé, Vincent Buchoux, and Eric Moulines. Quasi-Newton method for maximum likelihood estimation of hidden Markov models. In IEEE Int. Conf. Acoust., Speech, Signal Processing (ICASSP), pages IV–2265–IV–2268, Seattle, US, May 1998.
  • Gilles Fay, Eric Moulines, Olivier Cappé, and Frédéric Bimbot. Polynomial quasi-harmonic models for speech analysis and synthesis. In IEEE Int. Conf. Acoust., Speech, Signal Processing (ICASSP), pages II–865–II–868, Seattle, US, May 1998.
  • Yannis Stylianou and Olivier Cappé. A system for voice conversion based on probabilistic classification and a harmonic plus noise model. In IEEE Int. Conf. Acoust., Speech, Signal Processing (ICASSP), pages I–281–I--284, Seattle, US, May 1998.
  • Olivier Cappé. dcv: A set of matlab functions for blind deconvolution of discrete signals, November 1998.
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  • Olivier Cappé, Marine Oudot, and Eric Moulines. Spectral envelope estimation using a penalized likelihood criterion. In IEEE Workshop App. Signal Process. Audio Acoust. (WASPA), Mohonk, October 1997.
  • Marine Oudot, Olivier Cappé, and Eric Moulines. Robust estimation of the spectral envelope for ``harmonics + noise'' models. In IEEE Workshop on speech coding, Pocono Manor, September 1997.
  • Vincent Buchoux, Olivier Cappé, Eric Moulines, and Sylvie Mayrargue. On the feasability of the blind and the semi-blind techniques in digital communication systems. In COST 254 Workshop on Emerging Techniques for Communication Terminals, Toulouse, July 1997.
  • Marine Oudot, Olivier Cappé, and Eric Moulines. Estimation robuste de l'enveloppe spectrale d'un signal harmonique bruité. In Colloque du GRETSI, Grenoble, France, septembre 1997.
  • Maurice Charbit and Olivier Cappé. Restauration d'enregistrements sonores anciens. REE Revue de l'Electricité et de l'Electronique, (6):40–43, juin 1997.
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  • Olivier Cappé and Eric Moulines. Regularization techniques for discrete cepstrum estimation. IEEE Signal Process. Lett., 3(4):100–102, April 1996.
  • Eric Moulines and Olivier Cappé. Synthèse de la parole à partir du texte. In Traité Informatique, H 960. Techniques de l'ingénieur, 1996.
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  • Olivier Cappé. Enhancement of musical signals degraded by background noise, using long-term behavior of the short-term spectral components. In IEEE Int. Conf. Acoust., Speech, Signal Processing (ICASSP), pages I–217–I--220, Minneapolis, US, April 1993.
  • Olivier Cappé. Techniques de réduction de bruit pour la restauration d'enregistrements musicaux. Thèse, Ecole Nationale Supérieure des Télécommunications, septembre 1993.
  • Olivier Cappé. Techniques de restauration d'enregistrements historiques de flamenco. In XXIème Congrès d'Art Flamenco, pages 245–248, Paris, France, septembre 1993.
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  • Olivier Cappé and Antoine Chaigne. Perceptual effects of noise disturbances on phase spectrum in STFT analysis/synthesis procedures. application to restoration processes. In IEEE Workshop App. Signal Process. Audio Acoust. (WASPA), October 1991.
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