Books




Lemon, O. & Pietquin, O. (2012), "Data-Driven Methods for Adaptive Spoken Dialogue Systems: Computational Learning for Conversational Interfaces" Lemon, O. & Pietquin, O. eds., November, 2012, Springer 177 pages.




Pietquin, O. (2004), "A Framework for Unsupervised Learning of Dialogue Strategies", Presses Universitaires de Louvain 246 pages.











Special Issues

  1. Williams, J., Yu, K., Chaib-draa, B., Lemon, O., Pieraccini, R., Pietquin, O., Poupart, P. & Young, S. (2012), "Introduction to the Issue on Advances in Spoken Dialogue Systems and Mobile Interface", IEEE Journal of Selected Topics in Signal Processing., December, 2012, Vol. 6(8), pp. 889 - 890.
  2. Lemon, O. & Pietquin, O. (2011), "Introduction to Special Issue on Machine Learning for Adaptivity in Spoken Dialogue Systems", ACM Transactions on Speech and Language Processing., May, 2011, Vol. 7(3).


Journal Papers

  1. Piot, B., Geist, M. & Pietquin, O. (2016), "Bridging the Gap between Imitation Learning and Inverse Reinforcement Learning", IEEE Transactions on Neural Networks and Learning Systems. In Press.
  2. Collet, T. & Pietquin, O. (2015), "Optimism in Active Learning", Computational Intelligence and Neuroscience., September, 2015.
  3. Pietquin, O. & Hastie, H. (2013), "A survey on metrics for the evaluation of user simulations", Knowledge Engineering Review., February, 2013, Vol. 28(01), pp. 59-73 first published as FirstView.
  4. Geist, M. & Pietquin, O. (2013), "An Algorithmic Survey of Parametric Value Function Approximation", IEEE Transactions on Neural Networks and Learning Systems., Vol. 24(6), pp. 845 - 867.
  5. Eilers, M., M\F6bus, C., Tango, F. & Pietquin, O. (2013), "The Learning of Longitudinal Human Control Behavior and Driver Assistance Strategies", Transportation Research Part F: Psychology and Behaviour. Available online 7 November 2013.
  6. Daubigney, L., Geist, M., Chandramohan, S. & Pietquin, O. (2012), "A Comprehensive Reinforcement Learning Framework for Dialogue Management Optimisation", IEEE Journal of Selected Topics in Signal Processing., December, 2012, Vol. 6(8), pp. 891-902.
  7. Pietquin, O., Geist, M., Chandramohan, S. & Frezza-Buet, H. (2011), "Sample-Efficient Batch Reinforcement Learning for Dialogue Management Optimization", ACM Transactions on Speech and Language Processing., June, 2011, Vol. 7(3), pp. 7:1-7:21.
  8. Chevaillier, B., Mandry, D., Collette, J.-L., Claudon, M., Galloy, M.-A. & Pietquin, O. (2011), "Functional segmentation of renal DCE-MRI sequences using vector quantization algorithms", Neural Processing Letters., Vol. 34(1), pp. 71-85.
  9. Geist, M. & Pietquin, O. (2010), "Kalman Temporal Differences", Journal of Artificial Intelligence Research (JAIR)., October, 2010, Vol. 39, pp. 483-532.
  10. Fernandez, B., Oster, J., Lohezic, M., Mandry, D., Pietquin, O., Vuissoz, P.-A. & Felblinger, J. (2010), "Adaptive Black Blood Fast Spin Echo for End-Systolic Rest Cardiac Imaging", Magnetic Resonance in Medicine., December, 2010, Vol. 64(6), pp. 1760-1771.
  11. Oster, J., Pietquin, O., Kraemer, M. & Felblinger, J. (2010), "Nonlinear Bayesian Filtering for Denoising of Electrocardiograms acquired in a Magnetic Resonance Environment", IEEE Transactions on Biomedical Engineering., July, 2010, Vol. 57(7), pp. 1628 - 1638.
  12. Geist, M., Pietquin, O. & Fricout, G. (2009), "From Supervised to Reinforcement Learning: a Kernel-based Bayesian Filtering Framework", International Journal On Advances in Software., Vol. 2(1), pp. 101-116.
  13. Oster, J., Pietquin, O., Abächerli, R., Kraemer, M. & Felblinger, J. (2009), "Independent component analysis based artefact reduction: application to electrocardiogram for improved magnetic resonance imaging triggering ", Physiological Measurement., November, 2009, Vol. 30, pp. 1381-1397.
  14. Pietquin, O. & Dutoit, T. (2006), "A Probabilistic Framework for Dialog Simulation and Optimal Strategy Learning", IEEE Transactions on Audio, Speech and Language Processing., March, 2006, Vol. 14(2), pp. 589-599.
  15. Pietquin, O., Couvreur, L. & Couvreur, P. (2001), "Applied Clustering for Automatic Speaker-Based Segmentation of Audio Materials", Journal of Operations Research, Statistics and Computer Science (JORBEL now 4OR)., Vol. 41(1-2), pp. 1-12.


Nationnal Journal Papers

  1. Klein, E., Piot, B., Geist, M. & Pietquin, O. (2013), "Classification structurée pour l'apprentissage par renforcement inverse", Revue d'Intelligence Artificielle., Mai, 2013, Vol. 27(2/2013), pp. 155-170.
  2. Geist, M., Pietquin, O. & Fricout, G. (2010), "Différences temporelles de Kalman : cas déterministe", Revue d'Intelligence Artificielle., September, 2010, Vol. 24(4), pp. 423-442.
  3. Mandry, D., Chevaillier, B., Ponvianne, Y., Collette, J.-L., Galloy, M.-A., Pietquin, O. & Claudon, M. (2008), "Segmentation fonctionnelle rénale semi-automatique par quantification vectorielle de séries dynamiques en IRM", Journal de Radiologie..


Conference proceedings papers

    2017
  1. Geist, M., Piot, B. & Pietquin, O. (2017), "Is the Bellman residual a bad proxy?", In Proceedings of Advances in Neural Information Processing Systems (NIPS 2017), Long Beach (CA), USA, December 2017.
  2. de Vries, H., Strub, F., Mary, J., Larochelle, H., Pietquin, O. & Courville, A. (2017), "Modulating early visual processing by language", In Proceedings of Advances in Neural Information Processing Systems (NIPS 2017), Long Beach (CA), USA, December 2017.
  3. Berard, A., Pietquin, O. & Besacier, L. (2017), "LIG-CRIStAL System for the WMT17 Automatic Post-Editing Task", In Proceeding of the second Conference on Machine Translation (WMT 2017)., Copenhagen, Danmark, September 2017.
  4. Carrara, N., Laroche R., & Pietquin, O. (2017), "Online learning and transfer for user adaptation in dialogue systems", In Proceeding of the 21st Workshop on the Semantics and Pragmatics of Dialogue (SemDial 2017)., Saarbrucken, Germany, August 2017.
  5. Strub, F., de Vries, H., Mary, J., Piot, B., Courville, A. & Pietquin, O. (2017), "End-to-end optimization of goal-driven and multi-modal dialogue systems", In Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI 2017)., Melbourne, Australia, August, 2017.
  6. Perolat, J., Strub, F., Piot, B. & Pietquin, O. (2017), "Learning Nash Equilibrium for General-Sum Markov Games from Batch Data", In Proceedings of the 20th International Conference on Artificial Intelligence and Statistics (AISTATS 2017)., Fort Loderdale, FL, USA, April, 2017.
  7. de Vries, H., Strub, F., Chandar, S., Pietquin, O., Larochelle, H. & Courville, A. (2017), "GuessWhat?! Visual object discovery through multi-modal dialogue", In Proceedings of the International Conference on Computer Vision and Pattern Recognition (CVPR 2017)., Honolulu, USA, July, 2017.

  8. 2016
  9. Barlier, M., Laroche, R. & Olivier (2016), "Learning dialogue dynamics with the Method of Moments", In Proceedings of the IEEE Workshop on Spoken Language Technologies (SLT 2016)., San Diego, CA, USA, December, 2016.
  10. Barlier, M., Laroche, R. & Pietquin, O. (2016), "A Stochastic Model For Computer-Aided Human-Human Dialogue", In Proceedings of the Annual Conference of the International Speech Communication Association (Interspeech 2016)., San Francisco (CA), USA, September, 2016.
  11. Glaude, H. & Pietquin, O. (2016), "PAC learning of Probabilistic Automaton based on the Method of Moments", In Proceedings of the International Conference on Machine Learning (ICML 2016)., New York, USA, June, 2016.
  12. Perolat, J., Piot, B., Geist, M., Scherrer, B. & Pietquin, O. (2016), "Softened Approximate Policy Iteration for Markov Games", In Proceedings of the International Conference on Machine Learning (ICML 2016)., New York, USA, June, 2016.
  13. El Asri, L., Piot, B., Geist, M., Laroche, R. & Pietquin, O. (2016), "Score-based Inverse Reinforcement Learning", In Proceedings of the International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2016)., Singapore.
  14. Perolat, J., Piot, B., Scherrer, B. & Pietquin, O. (2016), "On the Use of Non-Stationary Strategies for Solving Two-Player Zero-Sum Markov Games", In Proceedings of the 19th International Conference on Artificial Intelligence and Statistics (AISTATS 2016)., Cadiz, Spain, May, 2016.
  15. El Asri, L., Laroche, R. & Pietquin, O. (2016), "Compact and Interpretable Dialogue State Representation with Genetic Sparse Distributed Memory", In Proceedings of the 7th International Workshop on Spoken Dialogue Systems (IWSDS 2016)., Saariselka, Finland, January, 2016.
  16. Berard, A., Servan, C., Pietquin, O. & Besacier, L. (2016), "MultiVec: a multilingual and multilevel representation learning toolkit for NLP", In Proceeding of the 10th International Conference on Language Resources and Evaluation (LREC 2016)., Portoroz (Slovenia).

  17. 2015
  18. Perolat, J., Scherrer, B., Piot, B. & Pietquin, O. (2015), "Approximate Dynamic Programming for Two-Player Zero-Sum Markov Games", In Proceedings of the International Conference on Machine Learning (ICML 2015)., Lille (France), July, 2015.
  19. Munzer, T., Piot, B., Geist, M., Pietquin, O. & Lopes, M. (2015), "Inverse Reinforcement Learning in Relational Domains", In Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI 2015)., Buenos Aires (Argentina), July, 2015, pp. 3735-3741.
  20. Barlier, M., Perolat, J., Laroche, R. & Pietquin, O. (2015), "Human-Machine Dialogue as a Stochastic Game", In Proceedings of the 16th Annual SIGdial Meeting on Discourse and Dialogue (SIGDIAL 2015)., Prague (Czech Republic), September, 2015, pp. 2-11.
  21. Glaude, H., Enderli, C. & Pietquin, O. (2015), "Spectral Learning with Non-Negative Probabilities for Finite State Automaton", In Proceedings of the Automatic Speech Recognition and Understanding Workshop (ASRU 2015)., Scottsdale, USA, December, 2015.
  22. Glaude, H., Enderli, C. & Pietquin, O. (2015), "Learning Of Scanning Strategies For Electronic Support Using Predictive State Representations", In Proceedings of the IEEE Workshop on Machine Learning for Signal Processing (MLSP 2015)., Boston, USA, September, 2015, pp. 1-6.
  23. Piot, B., Geist, M. & Pietquin, O. (2015), "Imitation Learning Applied to Embodied Conversational Agents", In Proceedings of the 4th workshop on Machine Learning for Interactive Systems., Lille (France), July, 2015, JMLR Workshop and Conference Proceedings.
  24. Collet, T. & Pietquin, O. (2015), "Optimism in Active Learning with Gaussian Processes", In Proceedings of the 22nd International Conference on Neural Information Processing (ICONIP2015).Arik, S., Huang, T., Kin, W. & Liu, Q. eds., Istanbul (Turkey), November, 2015, pp. 152- 160, Springer.
  25. Glaude, H., Enderli, C. & Pietquin, O. (2015), "Non-negative Spectral Learning for Linear Sequential Systems", In Proceedings of the 22nd International Conference on Neural Information Processing (ICONIP2015).Arik, S., Huang, T., Kin, W. & Liu, Q. eds., Istanbul (Turkey), November, 2015, Vol. 9490, pp. 143-151, Springer.
  26. Collet, T. & Pietquin, O. (2015), "Bayesian Credible Intervals for Online and Active Learning of Classification Trees", In Proceedings of the Symposium on Adaptive Dynamic Programming and Reinforcement Learning (ADPRL 2015)., Cape Town (South Africa), December, 2015, pp. 571-578.

  27. 2014
  28. Piot, B., Geist, M. & Pietquin, O. (2014), "Difference of Convex Functions Programming for Reinforcement Learning", In Proceedings of Advances in Neural Information Processing Systems (NIPS 2014)., Montreal (Canada), pp. 2519-2527.
  29. Collet, T. & Pietquin, O. (2014), "Active Learning for Classification: An Optimistic Approach", In Proceedings of the IEEE Symposium on Adaptive Dynamic Programming and Reinforcement Learning (ADPRL 2014)., Orlando (USA, FL).
  30. Glaude, H., Pietquin, O. & Enderli, C. (2014), "Subspace Identification for Predictive State Representation by Nuclear Norm Minimization", In Proceedings of the IEEE Symposium on Adaptive Dynamic Programming and Reinforcement Learning (ADPRL 2014)., Orlando (USA, FL).
  31. Piot, B., Geist, M. & Pietquin, O. (2014), "Boosted Bellman Residual Minimization Handling Expert Demonstrations", In Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2014).Calders, T., Esposito, F., H\FCllermeier, E. & Meo, R. eds., Nancy (France), September, 2014, pp. 549-564, Springer.
  32. Piot, B., Pietquin, O. & Geist, M. (2014), "Predicting when to laugh with structured classification", In Proceedings of the 15th Annual Conference of the International Speech Communication Association (Interspeech 2014)., Singapore, September, 2014, pp. 1786-1790.
  33. El Asri, L., Laroche, R. & Pietquin, O. (2014), "Task Completion Transfer Learning for Reward Inference", In Proceedings of the International Workshop on Machine Learning for Interactive Systems (MLIS 2014)., Quebec (Canada), July, 2014, pp. 38-43.
  34. El Asri, L., Khouzaimi, H., Laroche, R. & Pietquin, O. (2014), "Ordinal Regression for Iinteraction Quality Prediction", In Proceedings of the 39th International Conference on Acoustics, Speech and Signal Processing (ICASSP2014)., Florence (Italy), May, 2014, pp. 3245-3249, IEEE.
  35. El Asri, L., Laroche, R. & Pietquin, O. (2014), "DINASTI : Dialogues with a Negotiating Appointment Setting Interface", In Proceedings of the 9th International Conference on Language Resources and Evaluation (LREC 2014)., Reykjavik (Iceland), May, 2014, pp. 272-278.
  36. El Asri, L., Lemonnier, R., Laroche, R., Pietquin, O. & Khouzaimi, H. (2014), "NASTIA : Negotiating Appointment Setting Interface", In Proceedings of the 9th International Conference on Language Resources and Evaluation (LREC 2014)., Reykjavik (Iceland), May, 2014, pp. 266-271.
  37. Piot, B., Geist, M. & Pietquin, O. (2014), "Boosted and Reward-regularized Classification for Apprenticeship Learning", In Proceedings of the 13th International Conference on Autonomous Agents and Multiagent Systems (AAMAS2014)., Paris (France), May, 2014, pp. 1249-1256.

  38. 2013
  39. Niewiadomski, R., Hofmann, J., Urbain, J., Platt, T., Wagner, J., Piot, B., Cakmak, H., Pammi, S., Baur, T., Dupont, S., Geist, M., Lingenfelser, F., McKeown, G., Pietquin, O. & Ruch, W. (2013), "Laugh-aware virtual agent and its impact on user amusement ", In Proceedings of the Twelfth International Conference on Autonomous Agents and Multiagent Systems (AAMAS2013)., Saint Paul, USA, May, 2013, pp. 619-626.
  40. Piot, B., Geist, M. & Pietquin, O. (2013), "Learning from demonstrations: Is it worth estimating a reward function?", In Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2013).Blockeel, H., Kersting, K., Nijssen, S. & Zelezny, F. eds., Prague (Czech Republic) , September, 2013, Vol. 8188, pp. 17-32, Springer.
  41. Klein, E., Piot, B., Geist, M. & Pietquin, O. (2013), "A cascaded supervised learning approach to inverse reinforcement learning", In Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2013).Blockeel, H., Kersting, K., Nijssen, S. & Zelezny, F. eds., Prague (Czech Republic) , September, 2013, Vol. 8188, pp. 1-16, Springer.
  42. Piot, B., Geist, M. & Pietquin, O. (2013), "Learning from demonstrations: Is it worth estimating a reward function?", In Proceedings of the 1st Multidisciplinary Conference on Reinforcement Learning and Decision Making (RLDM 2013)., Princeton, USA, October, 2013.
  43. Geist, M., Klein, E., Piot, B., Guermeur, Y. & Pietquin, O. (2013), "Around Inverse Reinforcement Learning and Score-based Classification", In Proceedings of the 1st Multidisciplinary Conference on Reinforcement Learning and Decision Making (RLDM 2013)., Princeton (USA), October, 2013.
  44. Daubigney, L., Geist, M. & Pietquin, O. (2013), "Random Projections: a Remedy for Overfitting Issues in Time Series Prediction with Echo State Networks", In Proceedings of the 38th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2013)., Vancouver, Canada, May, 2013, pp. 3253 - 3257.
  45. Daubigney, L., Geist, M. & Pietquin, O. (2013), "Particle Swarm Optimisation of Spoken Dialogue System Strategies", In Proceedings of the 14th Annual Conference of the International Speech Communication Association (Interspeech 2013)., Lyon (France), August, 2013, pp. 470-474..
  46. Daubigney, L., Geist, M. & Pietquin, O. (2013), "Model-free POMDP optimisation of tutoring systems with echo-state networks", In Proceedings of the 14th SIGDial Meeting on Discourse and Dialogue (SIGDial 2013)., Metz (France), August, 2013, pp. 102-106.
  47. El Asri, L., Laroche, R. & Pietquin, O. (2013), "Reward Shaping For Statistical Optimisation Of Dialogue Management", In Proceedings of the International Conference on Statistical Language and Speech Processing (SLSP 2013).Dediu, A.-H., Marti?n-Vide, C., Mitkov, R. & Truthe, B. eds., Tarragona (Spain), July, 2013, Vol. 7978, pp. 93-101, Springer.
  48. Pietquin, O. (2013), "Inverse Reinforcement Learning for Interactive Systems", In Proceedings of the IJCAI workshop on Machine Learning for Interactive Systems (MLIS 2013)., Beijing (China), August, 2013, pp. 71-75 Invited Speaker.

  49. 2012
  50. Klein, E., Geist, M., Piot, B. & Pietquin, O. (2012), "Inverse Reinforcement Learning through Structured Classification", In Advances in Neural Information Processing Systems (NIPS 2012)., Lake Tahoe (NV, USA), December, 2012.
  51. Daubigney, L., Geist, M. & Pietquin, O. (2012), "Off-policy Learning in Large-scale POMDP-based Dialogue Systems", In Proceedings of the 37th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2012)., Kyoto (Japan), pp. 4989 - 4992, IEEE.
  52. Chandramohan, S., Geist, M., Lefèvre, F. & Pietquin, O. (2012), "Clustering Behaviors Of Spoken Dialogue Systems Users", In Proceedings of the 37th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2012)., Kyoto (Japan), pp. 4981 - 4984, IEEE.
  53. Chandramohan, S., Geist, M., Lefèvre, F. & Pietquin, O. (2012), "Behavior Specific User Simulation in Spoken Dialogue Systems", In Proceedings of the 10th ITG Conference on Speech Communication., Braunschweig (Germany), September, 2012, pp. 1 - 4.
  54. Oster, J., Geist, M., Pietquin, O. & Clifford, G. (2012), "Filtering of pathological ventricular rhythms during MRI scanning", In Proceedings of the seventh International Workshop on Biosignal Interpretation., Como (Italy), July, 2012.
  55. Chandramohan, S., Geist, M., Lefèvre, F. & Pietquin, O. (2012), "Co-adaptation in Spoken Dialogue Systems", In Proceedings of the Fourth International Workshop on Spoken Dialog Systems (IWSDS 2012)., Paris (France), November, 2012.
  56. Pietquin, O. & Tango, F. (2012), "A Reinforcement Learning Approach to Optimize the longitudinal Behavior of a Partial Autonomous Driving Assistance System ", In Proceedings of the European Conference on Artificial Intelligence (ECAI 2012) and the seventh Conference on Prestigious Applications of Intelligent Systems (PAIS 2012)., Montpellier (France), August, 2012, pp. 987 - 992 Best Paper Award.
  57. Pietquin, O. (2012), "Statistical User Simulation for Spoken Dialogue Systems: What for, Which Data, Which Future? ", In Proceedings of the NAACL-HLT 2012 Workshop on Future Directions and Needs in the Spoken Dialog Community: Tools and Data (SDCTD 2012)., Montréal (Canada), June, 2012, pp. 9-10 Invited position paper.
  58. Asri, L.E., Laroche, R. & Pietquin, O. (2012), "Reward Function Learning for Dialogue Management", In Proceedings of the sixth Starting Artificial Intelligence Research Symposium (STAIRS 2012)., Montpellier (France), August, 2012, pp. 95 - 106.

  59. 2011
  60. Geist, M. & Pietquin, O. (2011), "Parametric Value Function Approximation: a Unified View", In Proceedings of the IEEE Symposium on Adaptive Dynamic Programming and Reinforcement Learning (ADPRL 2011)., Paris (France), April, 2011, pp. 9 - 16.
  61. Geist, M. & Pietquin, O. (2011), "Managing Uncertainty within the KTD Framework", In Proceedings of the Workshop on Active Learning and Experimental Design (AL&E collocated with AISTAT 2010)., Sardinia (Italy), pp. 157-168.
  62. Fix, J., Geist, M., Pietquin, O. & Frezza-Buet, H. (2011), "Dynamic Neural Field Optimization using the Unscented Kalman Filter", In Proceedings of the IEEE Symposium on Computational Intelligence, Cognitive Algorithms, Mind, and Brain (CCMB 2011)., Paris (France), April, 2011, pp. 1-7.
  63. Ménétré, S., Didon, J.-P., Pietquin, O., Chillou, C.D. & Felblinger, J. (2011), "Within-Patient Correlation Influence on Defibrillation Outcome Prediction using a Bayesian Classifier", In Proceedings of the 38th Annual Scientific Conference of Computing in Cardiology (CinC 2011)., Hangzhou (China), September, 2011.
  64. Pietquin, O., Tango, F. & Aras, R. (2011), "Batch Reinforcement Learning for Optimizing Longitudinal Driving Assistance Strategies", In Proceedings of the IEEE Symposium on Computational Intelligence in Vehicles and Transportation Systems (CIVTS 2011)., Paris (France), April, 2011, pp. 73 ? 79.
  65. Daubigney, L. & Pietquin, O. (2011), "Single-pass P300 detection with Kalman filtering and SVMs", In Proceedings of the European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2011)., Bruges (Belgium), April, 2011, pp. 399-404.
  66. Tango, F., Minin, L., Aras, R. & Pietquin, O. (2011), "Automation Effects on Driver's Behaviour when integrating a PADAS and a Distraction Classifier", In Digital Human Modeling - Proceedings of the Intenational Conference on Human-Computer Interfaces (HCI 2011).Duffy, V. eds., Orlando (FL, USA), July, 2011, Vol. 6777, pp. 503-512, Springer.
  67. Glaude, H., Akrimi, F., Geist, M. & Pietquin, O. (2011), "A Non-Parametric Approach to Approximate Dynamic Programming", In Proceedings of the 10th International Conference on Machine Learning and Applications (ICMLA 2011)., Honolulu (HW, USA), December, 2011, pp. 317-322, IEEE.
  68. Klein, E., Geist, M. & Pietquin, O. (2011), "Batch, Off-policy and Model-free Apprenticeship Learning", In Proceedings of the European Workshop on Reinforcement Learning (EWRL 2011).Sanner, S. & Hutter, M. eds., Athens (Greece), september, 2011, Vol. 7188, pp. 285-296, Springer Verlag - Heidelberg Berlin.
  69. Pietquin, O., Geist, M. & Chandramohan, S. (2011), "Sample Efficient On-line Learning of Optimal Dialogue Policies with Kalman Temporal Differences", In International Joint Conference on Artificial Intelligence (IJCAI 2011)., Barcelona, Spain, July, 2011, pp. 1878-1883 Oral Presentation.
  70. Rossignol, S., Ianotto, M. & Pietquin, O. (2011), "Training a BN-based user model for dialogue simulation with missing data", In Proceedings of the International Joint Conference on Natural Language Processing (IJCNLP 2011)., Chiang Mai (Thailand), November, 2011, pp. 598-604, ACL.
  71. Daubigney, L., Gasic, M., Chandramohan, S., Geist, M., Pietquin, O. & Young, S. (2011), "Uncertainty management for on-line optimisation of a POMDP-based large-scale spoken dialogue system", In Proceedings of 12th Annual Conference of the International Speech Communication Association (Interspeech 2011)., Florence (Italy), August, 2011, pp. 1301?1304.
  72. Chandramohan, S., Geist, M., Lefèvre, F. & Pietquin, O. (2011), "User Simulation in Dialogue Systems using Inverse Reinforcement Learning", In Proceedings of the 12th Annual Conference of the International Speech Communication Association (Interspeech 2011)., Florence (Italy), August, 2011, pp. 1025-1028.
  73. Pietquin, O., Daubigney, L. & Geist, M. (2011), "Optimization of a Tutoring System from a Fixed Set of Data", In Proceedings of the ISCA workshop on Speech and Language Technology in Education (SLaTE 2011)., Venice (Italy).

  74. 2010
  75. Geist, M. & Pietquin, O. (2010), "Revisiting natural actor-critics with value function approximation", In Proceedings of the 22nd Benelux Conference on Artificial Intelligence (BNAIC 2010)., Luxembourg (Luxembourg), October, 2010.
  76. Gutzwiller, J.-L., Frezza-Buet, H. & Pietquin, O. (2010), "Online Speaker Diarization with a Size-Monitored Growing Neural Gas Algorithm", In Proceedings of the 18 th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning.Verleysen, M. eds., Bruges (Belgium), April, 2010, pp. 505-510.
  77. Chevaillier, B., Collette, J.-L., Mandry, D., Claudon, M. & Pietquin, O. (2010), "Objective assessment of renal DCE-MRI image segmentation", In Proceedings of the European Signal Processing Conference (EUSIPCO 2010)., Aalborg (Denmark), August, 2010, pp. 1214-1218, Eurasip.
  78. Tango, F., Alonso, M., Vega, M.H., Aras, R. & Pietquin, O. (2010), "A Reinforcement Learning approach for designing and optimizing interaction strategies for a Human-Machine Interface of a Partially Autonomous Driver Assistance System", In Human Modelling in Assisted Transportation: Models, Tools and Risk Methods.Cacciabue, P.C.; Hjälmdahl, M.L.A.R.C. eds., Belgirate (Italy), June, 2010, pp. 353-362, Springer Verlag, Heidelberg - Berlin Proceedings of the Workshop on Human Modelling in Assisted Transportation (HMAT 2010).
  79. Tango, F., Aras, R. & Pietquin, O. (2010), "Learning Optimal Control Strategies from Interactions for a Partially Autonomous Driver Assistance System", In Human Modelling in Assisted Transportation: Models, Tools and Risk Methods.Cacciabue, P.C.; Hjälmdahl, M.L.A.R.C. eds., Belgirate (Italy), June, 2010, pp. 119-128, Springer Verlag, Heidelberg - Berlin Proceedings of the Workshop on Human Modelling in Assisted Transportation (HMAT 2010).
  80. Oster, J., Pietquin, O., Kraemer, M. & Felblinger, J. (2010), "Bayesian Framework for Artifact Reduction on ECG in MRI", In Proceedings of the 35th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2010)., Dallas (TX, USA), March, 2010, pp. 489-492.
  81. Geist, M. & Pietquin, O. (2010), "Statistically Linearized Least-Squares Temporal Differences", In Proceedings of the IEEE International Conference on Ultra Modern Control systems (ICUMT 2010)., Moscow (Russia), October, 2010, pp. 450-457, IEEE.
  82. Geist, M. & Pietquin, O. (2010), "Eligibility Traces through Colored Noises", In Proceedings of the IEEE International Conference on Ultra Modern Control systems (ICUMT 2010)., Moscow (Russia), October, 2010, pp. 458-465 (best paper award).
  83. Rossignol, S., Pietquin, O. & Ianotto, M. (2010), "Grounding Simulation in Spoken Dialog Systems with Bayesian Networks", In Spoken Dialogue Systems for Ambient Environments.Lee, G.G., Mariani, J., Minker, W. & Nakamura, S. eds., Gotemba, Shizuoka (Japan), October, 2010, Vol. 6392, pp. 110-121, Springer-Verlag, Heidelberg-Berlin Proceedings of the 2nd International Workshop on Spoken Dialogue Systems (IWSDS 2010).
  84. Chandramohan, S., Geist, M. & Pietquin, O. (2010), "Optimizing Spoken Dialogue Management with Fitted Value Iteration", In Proceedings of the International Conference on Speech Communication and Technologies (Interspeech 2010)., Makuhari (Japan), September, 2010, pp. 86-89, ISCA.
  85. Rossignol, S. & Pietquin, O. (2010), "Single-speaker/multi-speaker co-channel speech classification", In Proceedings of the International Conference on Speech Communication and Technologies (Interspeech 2010)., Makuhari (Japan), September, 2010, pp. 2322-2325, ISCA.
  86. Fernandez, B., Oster, J., Lohezic, M., Mandry, D., Pietquin, O., Vuissoz, P.-A. & Felblinger, J. (2010), "Beat to Beat Management of Heart Cycle Changes for Black Blood Imaging in End-Systolic Rest", In Proceedings of the ISMRM workshop on Current Concepts of Motion Correction for MRI and MRS., Kitzbuhel (Austria), February, 2010.
  87. Chandramohan, S. & Pietquin, O. (2010), "User and Noise Adaptive Dialogue Management Using Hybrid System Actions", In Spoken Dialogue Systems for Ambient Environments.Lee, G.G., Mariani, J., Minker, W. & Nakamura, S. eds., Gotemba, Shizuoka (Japan), October, 2010, Vol. 6392, pp. 13-24, Springer Verlag, Heidelberg - Berlin Proceedings of the International Workshop on Spoken Dialogue Systems (IWSDS 2010).
  88. Geist, M. & Pietquin, O. (2010), "Revisiting natural actor-critics with value function approximation", In Proceedings of 7th International Conference on Modeling Decisions for Artificial Intelligence (MDAI 2010).Torra, V., Narukawa, Y. & Daumas, M. eds., Perpinya (France), October, 2010, Vol. 6408, pp. 207-218, Springer Verlag - Heidelberg Berlin.
  89. Geist, M. & Pietquin, O. (2010), "Statistically Linearized Recursive Least Squares", In Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2010)., Kittilä (Finland), August-September, 2010, pp. 272 - 276.
  90. Chandramohan, S., Geist, M. & Pietquin, O. (2010), "Sparse Approximate Dynamic Programming for Dialog Management", In Proceedings of the 11th SIGDial Conference on Discourse and Dialogue., Tokyo (Japan), September, 2010, pp. 107-115, ACL.
  91. Saidi, M., Pietquin, O. & André-Obrecht, R. (2010), "Application of the EMD decomposition to discriminate nasalized vs. vowels phones in French", In Proceedings of the International Conference on Signal Processing, Pattern Recognition and Applications (SPPRA 2010)., Innsbruck (Austria), February, 2010, pp. 128-132, ACTA Press.

  92. 2009
  93. Geist, M., Pietquin, O. & Fricout, G. (2009), "Kalman Temporal Differences: the deterministic case ", In IEEE International Symposium on Adaptive Dynamic Programming and Reinforcement Learning (ADPRL 2009)., Nashville (TN, USA), April, 2009, pp. 185-192.
  94. Geist, M., Pietquin, O. & Fricout, G. (2009), "Kernelizing Vector Quantization Algorithms", In Proceedings of the 17th European Symposium on Artificial Neural Networks (ESANN 09).Verleysen, M. eds., Bruges (Belgium), April, 2009, pp. 541-546.
  95. Oster, J., Pietquin, O., Ab??cherli, R., Kraemer, M. & Felblinger, J. (2009), "A Specific QRS Detector for Electrocardiography during MRI: Using Waveltets and Local Regularity Characterization", In Proceedings of the 34th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2009)., Taipei (Taiwan), April, 2009, pp. 341-344.
  96. Geist, M., Pietquin, O. & Fricout, G. (2009), "Tracking in Reinforcement Learning", In Proceedings of the 16th International Conference on Neural Information Processing (ICONIP 2009)., Bangkok (Thailand), December, 2009, Vol. 5863, Part I, pp. 502-511, Springer LNCS ENNS best student paper award.
  97. Fernandez, B., Oster, J., Lohezic, M., Mandry, D., Pietquin, O., Vuissoz, P.-A. & Felblinger, J. (2009), "Adaptive Trigger Delay Using a Predictive Model Applied to Black Blood Fast Spin Echo Cardiac Imaging in Systole", In Proceedings of the 17th meeting of the International Society for Magnetic Resonance Medicine (ISMRM 2009)., Honolulu (Hawaii, USA), April, 2009, pp. 4719.
  98. Oster, J., Fernandez, B., Lohezic, M., Mandry, D., Vuissoz, P.-A., Pietquin, O. & Felblinger, J. (2009), "Adaptive Heart Rate Prediction for Black-Blood Systolic Iimaging", In Proceedings of the 17th meeting of the International Society for Magnetic Resonance Medicine (ISMRM 2009)., Honolulu (Hawaii, USA), April, 2009, pp. 3936.
  99. Oster, J., Pascal, J., Pietquin, O., Kraemer, M., Blondé, J.-P. & Felblinger, J. (2009), "Real-Time Adaptive suppression of MR gradient Artifacts on Electrocardiograms using a new 3D Hall Probe", In Proceedings of the 17th meeting of the International Society for Magnetic Resonance Medicine (ISMRM 2009)., Honolulu (Hawaii, USA), April, 2009, pp. 751.
  100. Lohezic, M., Fernandez, B., Oster, J., Mandry, D., Pietquin, O., Vuissoz, P.-A. & Felblinger, J. (2009), "Free breathing black-blood systolic imaging using heart rate prediction and motion compensated reconstruction", In Proceedings of the 17th meeting of the International Society for Magnetic Resonance Medicine (ISMRM 2009)., Honolulu (Hawaii, USA), April, 2009, pp. 4629.
  101. Pietquin, O., Rossignol, S. & Ianotto, M. (2009), "Training Bayesian networks for realistic man-machine spoken dialogue simulation", In Proceedings of the 1rst International Workshop on Spoken Dialogue Systems Technology (IWSDS 2009)., Irsee (Germany), December, 2009 4 pages.
  102. Saidi, M., Pietquin, O. & André-Obrecht, R. (2009), "EMD decomposition to discriminate nasal vs. oral vowels in French ", In Proceedings of the 13th International conference on Speech and Computer (SPECOM 2009)., St Petersburg (Russia), June, 2009 5 pages.

  103. 2008
  104. Geist, M., Pietquin, O. & Fricout, G. (2008), "A Sparse Nonlinear Bayesian Online Kernel Regression", In Proceedings of the 2nd IEEE International Conference on Advanced Engineering Computing and Applications in Sciences (AdvComp 2008)., Valencia (Spain), October, 2008, Vol. I, pp. 199-204 (best paper award).
  105. Mandry, D., Chevaillier, B., Collette, J.-L., Galloy, M.-A., Ponvianne, Y., Felblinger, J., Pietquin, O. & Claudon, M. (2008), "Functional semi-automated segmentation of renal DCE-MRI sequences using vector quantization", In Proceedings of the European Society for Magnetic Resonance in Medicine and Biology congress (ESMRMB 08)., Valencia (Spain), October, 2008.
  106. Oster, J., Pietquin, O., Kraemer, M. & Felblinger, J. (2008), "Independent Component Analysis based Artifact Reduction Method for ECG in MR", In Proceedings of the European Society for Magnetic Resonance in Medicine and Biology congress (ESMRMB 08)., Valencia (Spain), October, 2008.
  107. Claudon, M., Mandry, D., Pasquier, C., Chevaillier, B., Collette, J.-L. & Pietquin, O. (2008), "Functional semi-automated segmentation of renal DCE-MRI sequences: preliminary results", In Proceedings of the 15th Symposium of the European Society of Urogenital Radiology (ESUR 2008)., Munich (Germany), September, 2008.
  108. Chevaillier, B., Mandry, D., Ponvianne, Y., Collette, J.-L., Claudon, M. & Pietquin, O. (2008), "Functional semi-automated segmentation of renal DCE-MRI sequences using a Growing Neural Gas algorithm", In Proceedings of the 16th European Signal Processing Conference (EUSIPCO'08)., Lausanne (Switzerland), August, 2008, pp. 5 pages (Proceedings on CDROM).
  109. Chevaillier, B., Ponvianne, Y., Collette, J.-L., Mandry, D., Claudon, M. & Pietquin, O. (2008), "Functional Semi-Automated Segmentation of Renal DCE-MRI Sequences", In Proceedings of the 33rd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2008)., Las Vegas (NV, USA), April, 2008, pp. 525-528.
  110. Oster, J., Pietquin, O., Bosser, G. & Felblinger, J. (2008), "Adaptive RR Prediction for Cardiac MRI", In Proceedings of the 33rd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2008)., Las Vegas (NV, USA), April, 2008, pp. 513-516.
  111. Rossignol, S. & Pietquin, O. (2008), "Precise Voicing Information Extraction in Speech Signals Using the Analytic Signal", In Proceedings of the 8th IEEE Symposium on Signal Processing and Information Technology (ISSPIT 2008)., Sarajevo (Bosnia & Herzegovina), December, 2008, pp. 207-212.
  112. Geist, M., Pietquin, O. & Fricout, G. (2008), "Online Bayesian Kernel Regression from Nonlinear Mapping of Observations", In Proceedings of the 18th IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2008)., Cancun (Mexico), October, 2008(a53), pp. 309-314.

  113. 2007
  114. Pietquin, O. (2007), "Learning to Ground in Spoken Dialogue Systems", In Proceedings of the 32nd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2007)., Honolulu (Hawaii, USA), April, 2007, Vol. IV, pp. 165-168.
  115. Galtier, V., Pietquin, O. & Vialle, S. (2007), "AdaBoost Parallelization on PC Clusters with Virtual Shared Memory for Fast Feature Selection", In Proceedings of the 1st IEEE International Conference on Signal Processing and Communication (ICSPC'07)., Dubai (United Arab Emirates), November, 2007, pp. 165-168.
  116. Lemon, O. & Pietquin, O. (2007), "Machine Learning for Spoken Dialogue Systems", In Proceedings of the 10th European Conference on Speech Communication and Technologies (Interspeech'07)., Anvers (Belgium), August, 2007, pp. 2685-2688.
  117. Oster, J., Odile, F., Bosser, G., Pietquin, O., Pasquier, C., Vuissoz, P.-A. & Felblinger, J. (2007), "Adaptive Prediction of RR interval for online MR parameters changes", In Proceedings of the Annual Meeting of the International Society for Magnetic Resonance in Medicine (ISMRM 2007)., Berlin (Germany), May, 2007, pp. 504.

  118. 2006
  119. Pietquin, O. & Dutoit, T. (2006), "Dynamic Bayesian Networks for NLU Simulation with Application to Dialog Optimal Strategy Learning", In Proceedings of the 31st IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2006)., Toulouse (France), May, 2006, Vol. I, pp. 49-52.
  120. Pietquin, O. (2006), "Consistent Goal-Directed User Model for Realistic Man-Machine Task-Oriented Spoken Dialogue Simulation", In Proceedings of the 7th IEEE International Conference on Multimedia and Expo (ICME'06)., Toronto (Canada), July, 2006, pp. 425-428.
  121. Pietquin, O. (2006), "Machine Learning for Spoken Dialogue Management: an Experiment with Speech-Based Database Querying", In Artificial Intelligence : Methodology, Systems & Applications.Domingue, J.E. &.J. eds., Vol. 4183, pp. 172-180, Springer Verlag.

  122. 2005
  123. Pietquin, O. (2005), "A Probabilistic Description of Man-Machine Spoken Communication", In Proceedings of the 5th IEEE International Conference on Multimedia and Expo (ICME 2005)., Amsterdam (The Netherlands), July, 2005, pp. 410-413.
  124. Pietquin, O. & Beaufort, R. (2005), "Comparing ASR Modeling Methods for Spoken Dialogue Simulation and Optimal Strategy Learning", In Proceedings of the 9th European Conference on Speech Communication and Technologies (Interspeech/Eurospeech)., Lisbon (Portugal), September, 2005, pp. 861-864, ISCA.

  125. 2003
  126. Bagein, M., Pietquin, O., Ris, C. & Wilfart, G. (2003), "Enabling Speech Based Access to Information Management Systems over Wireless Network", In Proceedings of the 3rd workshop on Applications and Services in Wireless Networks (ASWN 2003)., Berne (Switzerland), July, 2003 6 pages.
  127. Pietquin, O. & Dutoit, T. (2003), "Aided Design of Finite-State Dialogue Management Systems", In Proceedings of the 4th IEEE International Conference on Multimedia and Expo (ICME 2003)., Baltimore (USA, MA), July, 2003, Vol. III, pp. 545-548.
  128. Bagein, M., Pietquin, O., Ris, C. & Wilfart, G. (2003), "An Architecture for Voice-Enabled Interfaces over Local Wireless Networks", In Proceedings of the 7th World Multiconference on Systemics, Cybernetics and Informatics (SCI 2003)., Orlando, (USA, FL), July, 2003 6 pages.

  129. 2002
  130. Pietquin, O. & Renals, S. (2002), "ASR System Modeling For Automatic Evaluation And Optimization of Dialogue Systems", In Proceedings of the 27th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2002)., Orlando, (USA, FL), May, 2002, Vol. I, pp. 45-48.


National Conference Papers

  1. Pietquin, O. & Lopes, M. (2014), "Machine Learning for Interactive Systems: Challenges and Future Trends.", In Actes du Workshop Affect, Compagnon Artificiel, Interaction (WACAI 2014)., Rouen (France), July, 2014, pp. 93 - 100.
  2. El Asri, L., Khouzaimi, H., Laroche, R. & Pietquin, O. (2014), "R\E9gression ordinale pour la pr\E9diction de la qualit\E9 d'interaction", In Actes des 30\E8me Journ\E9es d'Etude de la Parole (JEP 2014)., Le Mans (France), June, 2014.
  3. Klein, E., Piot, B., Geist, M. & Pietquin, O. (2012), "Classification structurée pour l?apprentissage par renforcement inverse", In Actes de la Conférence Francophone sur l'Apprentissage Automatique (Cap 2012)., Nancy, France, May, 2012, pp. 1-16.
  4. Daubigney, L., Geist, M. & Pietquin, O. (2012), "Optimisation d'un tuteur intelligent ? partir d'un jeu de données fixé", In Actes des Journées d'Etudes de la Parole (JEP 2012)., Grenoble (France), June, 2012, pp. 241-248.
  5. Daubigney, L., Geist, M. & Pietquin, O. (2012), "Apprentissage off-policy appliqué ? un système de dialogue basé sur les PDMPO", In Actes du 18ème congrès francophone sur la Reconnaissance de Formes et l'Intelligence Artificielle., Lyon (France), January, 2012.
  6. Rossignol, S. & Pietquin, O. (2011), "Comparaison de mesures de voisement/non-voisement dans les signaux de parole", In Actes du coloque du Groupement de Recherche en Traitement du Signal et des Images (GRETSI 2011)., Bordeaux (France), Septembre, 2011.
  7. Geist, M. & Pietquin, O. (2010), "Gestion de l'incertitude dans le cadre de l'approximation de la fonction de valeur pour l'apprentissage par renforcement", In actes de la conférence francophone sur l'apprentissage automatique (CAP 2010)., Clermont-Ferrand (France), May, 2010, pp. 101-112, PUG Version ?tendue.
  8. Rossignol, S., Pietquin, O. & Ianotto, M. (2010), "Simulation du processus de croyance mutuelle de la compr?hension dans le dialogue (grounding process) ??l'aide des r?seaux bay?siens", In Actes des Journées d'Etude de la Parole (JEP 2010)., Mons (Belgium), May, 2010 5 pages.
  9. Geist, M., Pietquin, O. & Fricout, G. (2010), "Astuce du Noyau & Quantification Vectorielle", In Actes du 17ème colloque sur la Reconnaissance des Formes et l'Intelligence Artificielle (RFIA'10)., Caen (France), January, 2010 8 pages.
  10. Fernandez, B., Oster, J., Lohezic, M., Mandry, D., Pietquin, O., Vuissoz, P.-A. & Felblinger, J. (2009), "Synchronisation Adaptative Utilisant un Modèle Prédictif : Applications ?? l'magerie Cardiaque par Résonance Magnétique en Sang Noir et en Systole", In Actes des Journées de Recherche en Imagerie et Technologies de la Santé (RITS 2009)., Lille (France), mars, 2009.
  11. Oster, J., Pietquin, O., Kraemer, M. & Felblinger, J. (2008), "Méthode de réduction des artéfacts présents sur l'ECG basée sur l'analyse en composantes indépendantes", In Actes du 12ème congrès du Groupe de Recherche sur les Applications du Magnétisme en Médecine (GRAMM'08)., Lyon (France), mars, 2008.
  12. Mandry, D., Chevaillier, B., Ponvianne, Y., Collette, J.-L., Galloy, M.-A., Pietquin, O. & Claudon, M. (2008), "Segmentation fonctionnelle rénale semi-automatique par quantification vectorielle de séries dynamiques en IRM", In Journées Françaises de Radiologie (JFR 2008)., Paris (France), October, 2008.
  13. Geist, M., Pietquin, O. & Fricout, G. (2008), "Filtrage bayésien de la récompense", In actes des Journées Francophones de Planification, Décision et Apprentissage pour la conduite de systèmes (JFPDA 2008)., Metz (France), June, 2008, pp. 113-122.
  14. Pietquin, O. (2007), "Un Cadre Probabiliste pour l'Optimisation des Systèmes de Dialogue", In Proceedings of the 4rth International Conference: Sciences of Electronic, Technologies of Information and Telecommunications (SETIT 2007)., Hammamet (Tunisia), mar, 2007 8 pages.
  15. Pietquin, O. (2005), "Réseau Bayésien pour un Modèle d'Utilisateur et un Module de Compréhension pour l???Optimisation des Systèmes de Dialogues", In Actes de la 12ème Conférence Francophone sur le Traitement du Langage Naturel (TALN 2005)., Dourdan (France), June, 2005, Vol. I, pp. 481-486.
  16. Pietquin, O. (2004), "Une Description Probabiliste de la Communication Parlée entre Homme et Machine", In Actes de la 16ème Conférence Francophone sur l'Interaction Homme-Machine (IHM 2004)., Namur (Belgique), August-September, 2004, pp. 247-250.
  17. Pietquin, O. (2003), "Environnement Virtuel pour la Simulation et l'Apprentissage de Stratégies de Dialogue", In Actes de la 15ème Conférence Francophone sur l'Interaction Homme-Machine (IHM 2003)., Caen (France), November, 2003 4 pages.
  18. Pietquin, O. & Dutoit, T. (2002), "Modélisation d'un Système de Reconnaissance dans le Cadre de l'Evaluation et l'Optimisation Automatique des Systèmes de Dialogue", In Actes des 9ème Journées d'Etude de la Parole (JEP 2002)., Nancy (France), June, 2002, pp. 281-284.


Book Chapters

  1. El Asri, L., Laroche, R. & Pietquin, O. (2017), "Compact and Interpretable Dialogue State Representation with Genetic Sparse Distributed Memory", In Dialogue with Social Robots.Jokinen, K. & Wilcock, G. eds., Vol. 999, pp. 31-59, Springer.
  2. Dupont, S., Cakmak, H., , W.C., Dutoit, T., Hofmann, J., McKeown, G., Pietquin, O., Platt, T., Ruch, W. & Urbain., J. (2016), "Laughter Research: a Review of the ILHAIRE Project", In Toward Robotic Socially Believable Behaving Systems - Volume I \96 Modelling Emotions..Esposito, A. & Chain, L.C. eds., Springer.
  3. Mancini, M., Ach, L., Bantegnie, E., Baur, T., Berthouze, N., Datta, D., Ding, Y., Dupont, S., Griffin, H., Lingenfelser, F., Niewiadomski, R., Pelachaud, C., Pietquin, O., Piot, B., Urbain, J., Volpe, G. & Wagner, J. (2014), "Laugh When You\92re Winning", In Innovative and Creative Developments in Multimodal Interaction Systems.Rybarczyk, Y., Cardoso, T., Rosas, J. & Camarinha-Matos, L. eds., Vol. 425, pp. 50-79, Springer Berlin Heidelberg.
  4. Keizer, S., Rossignol, S., Chandramohan, S. & Pietquin, O. (2012), "User Simulation in the Development of Statistical Spoken Dialogue Systems", In Data-Driven Methods for Adaptive Spoken Dialogue Systems: Computational Learning for Conversational Interfaces.Pietquin, O.L.O. eds., November, 2012, pp. 39-73, Springer.
  5. Pietquin, O. (2010), "Natural Language and Dialogue Processing", In Multi-modal signal processing: methods and techniques to build multimodal interactive systems.Jean-Philippe Thiran, Hervé Bourlard, F.M. eds., January, 2010, pp. 61-90, Elsevier Science & Technology Books.
  6. Chevaillier, B., Mandry, D., Collette, J.-L., Claudon, M. & Pietquin, O. (2009), "Functional semi-automated segmentation of renal DCE-MRI sequences using a Growing Neural Gas algorithm", In Recent Advances in Signal Processing.Zaher, A.A. eds., Nov, 2009, pp. 69-80.
  7. Pietquin, O. (2009), "Machine Learning Methods for Spoken Dialogue Simulation and Optimization", In Machine Learning.Mellouk, A. & Chebira, A. eds., January, 2009, pp. 167-184, IN-TECH.
  8. Geist, M., Pietquin, O. & Fricout, G. (2008), "Bayesian Reward Filtering", In Recent Advances in Reinforcement Learning.et al., S.G. eds., June, 2008, Vol. 5323, pp. 96-109, Springer Verlag Revised and selected papers of EWRL 2008.
  9. Pietquin, O. (2008), "Optimising Spoken Dialogue Strategies within the Reinforcement Learning Paradigm ", In Reinforcement Learning, Theory and Applications.Cornelius Weber, M.E. & Mayer, N.M. eds., January, 2008, pp. 239-256, I-Tech Education and Publishing, Vienna, Austria.

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