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 IMS
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Stephane VIALLE
 
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IMS's publications
1 - 2 - 5 - 10 - [15]
last years

- 2017 -

Conference Proceedings :

1. A. MANUKYAN, M.A.. OLIVARES-MENDEZ, H. VOOS, M. GEIST, "Real time degradation identification of UAV using machine learning techniques". In International Conference on Unmanned Aircraft Systems (ICUAS'17), 2017. BibTex

- 2016 -

Regular Papers :

1. B. PIOT, M. GEIST, O. PIETQUIN, "Bridging the Gap between Imitation Learning and Inverse Reinforcement Learning". In IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2016. BibTex

Conference Proceedings :

1. L. EL ASRI, B. PIOT, M. GEIST, R. LAROCHE, O. PIETQUIN, "Score-based Inverse Reinforcement Learning". In International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2016), 2016. BibTex

Thesis :

1. M. GEIST, "Contrôle optimal et apprentissage automatique, applications aux interactions homme-machine", 2016. BibTex

Miscellaneous :

1. M. GEIST, B. PIOT, O. PIETQUIN, "Should one minimize the expected Bellman residual or maximize the mean value?", arxiv, 2016. BibTex
2. B. PIOT, M. GEIST, O. PIETQUIN, "Difference of Convex Functions Programming Applied to Control with Expert Data", arxiv, 2016. BibTex

- 2015 -

Regular Papers :

1. B. SCHERRER, M. GEIST, "Recherche locale de politique dans un espace convexe". In Revue d'Intelligence Artificielle (RIA), 29(6):685-704, 2015. BibTex

Conference Proceedings :

1. M. LAUFFER, F. GENTY, S. MARGUERON, J.L. COLLETTE, J.C. PIHAN, "Automatic recognition system of aquatic organisms by classical and fluorescence microscopy". In Proceedings of SPIE 9506, 9506(1O):1-7, Prague (République Tchèque), 2015. BibTex
2. S. VIALLE, S. CONTASSOT-VIVIER, "Algorithmic scheme for hybrid computing with CPU, Xeon-Phi/MIC and GPU devices on a single machine". In International Conference on Parallel Computing 2015 (ParCo 2015):10 pages, Edinburgh, September 1-4, 2015. BibTex
3. S. ROSSIGNOL, "Technique d'assistance par le bruit pour aider l'opérateur de Teager-Kaiser à suivre une composante fréquentielle perturbée par du bruit". In GRETSI, 2015. BibTex
4. V. GALTIER, S. VIALLE, C. DAD, J.P. TAVELLA, J.P. LAM-YEE-MUI, G. PLESSIS, "FMI-Based Distributed Multi-Simulation with DACCOSIM". In Symposium on Theory of Modeling and Simulation, TMS'15:804-811, Alexandria, VA, USA, 2015. BibTex

- 2014 -

Regular Papers :

1. H. FREZZA-BUET, "Online Computing of Non-Stationary Distributions Velocity Fields by an Accuracy Controlled Growing Neural Gas". In Neural Networks, 60:203--221, 2014. BibTex
2. N. FRESSENGEAS, H. FREZZA-BUET, "Cellular Computing and Least Squares for partial differential problems parallel solving". In Journal of Cellular Auromata, 9(1):1-21, 2014. BibTex

Conference Proceedings :

1. M. LAUFFER, F. GENTY, S. MARGUERON, J.L. COLLETTE, A. LEVEY, Y. HOUZELLE, J.C. PIHAN, "Fluorescence imaging of plant pigments for automatical recognition of aquatic organisms". In Proceedings of the XII Conference on Optical Chemical Sensors and Biosensors:FS-29, Athens (Grèce), 2014. BibTex
2. B. PIOT, O. PIETQUIN, M. GEIST, "Predicting when to laugh with structured classification". In Annual Conference of the International Speech Communication Association (InterSpeech), 2014. BibTex
3. B. SCHERRER, M. GEIST, "Local Policy Search in a Convex Space and Conservative Policy Iteration as Boosted Policy Search". In European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD), (to appear), 2014. BibTex
4. B. PIOT, M. GEIST, O. PIETQUIN, "Boosted Bellman Residual Minimization Handling Expert Demonstrations". In European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD), Springer, (to appear), 2014. BibTex
5. L. CIARLETTA, A. GUNARD, Y. PRESSE, V. GALTIER, Y.Q. SONG, J.C. PONSART, S. ABERKANE, D. THEILLIOL, "Simulation and Platform Tools to develop safe flock of UAVs : a CPS Application-Driven Research". In International Conference on Unmanned Aircraft Systems, 2014. BibTex
6. J. FIX, "Dynamic formation of self-organizing maps". In 10th workshop on Self-Organizing Maps, WSOM 2014, 2014. BibTex
7. J. GUSTEDT, S. VIALLE, P. MERCIER, "Resource Centered Computing delivering high parallel performance". In Heterogeneity in Computing Workshop (HCW 2014), workshop of 28th IEEE International Parallel & Distributed Processing Symposium (IPDPS 2014):11 pages, PHOENIX (Arizona) USA, 2014. BibTex
8. D. BAHEUX, H. FREZZA-BUET, J. FIX, "Towards an effective multi-map self organizing recurrent neuronal network". In Proc. ESANN, 2014. BibTex
9. L. GILPIN, L. CIARLETTA, Y. PRESSE, V. CHEVRIER, V. GALTIER, "Co-simulation Solutions using AA4MM-FMI applied to Smart Space Heating Models". In SIMUTools, 2014. BibTex

Thesis :

1. B. KHOUZAM, "Neural Networks as Cellular Computing Models for Temporal Sequence Porcessing", 2014. BibTex

Workshops :

1. B. PIOT, M. GEIST, O. PIETQUIN, "Méthode de minimisation du résidu de Bellman boostée qui tient compte des démonstrations expertes". In Journées Francophone de Plannification, Décision et Apprentissage (JFPDA), 2014. BibTex
2. B. SCHERRER, M. GEIST, "Quand l'optimalité locale implique une garantie globale : recherche locale de politique dans un espace convexe et algorithme d'itération sur les politiques conservatif vu comme une montée de gradient ". In Journées Francophone de Plannification, Décision et Apprentissage (JFPDA), 2014. BibTex

- 2013 -

Regular Papers :

1. J. FIX, "Template based black-box optimization of dynamic neural fields". In Neural Networks, 46:40--49, 2013. BibTex
2. H. FREZZA-BUET, M. GEIST, "A C++ Template-Based Reinforcement Learning Library: Fitting the Code to the Mathematics". In Journal of Machine Learning Research, 14:625 - 628, 2013. BibTex
3. M. GEIST, O. PIETQUIN, "Algorithmic Survey of Parametric Value Function Approximation". In IEEE Transactions on Neural Networks and Learning Systems, 24(6):845 - 867, <A href="http://www.metz.supelec.fr/~geist_mat/pdfs/Supelec823.pdf" target="_blank">pdf</A>, 2013. BibTex
4. E. KLEIN, B. PIOT, M. GEIST, O. PIETQUIN, "Classification structurée pour l'apprentissage par renforcement inverse". In Revue d'Intelligence Artificielle, 27(2/2013):155-170, <A href="http://www.metz.supelec.fr/~geist_mat/pdfs/supelec809.pdf" target="_blank">pdf</A>, 2013. BibTex
5. B. KHOUZAM, H. FREZZA-BUET, "Distributed Recurrent Self-Organization for Tracking the State of Non-Stationary Partially Observable Dynamical Systems". In Biologically Inspired Cognitive Architectures, 3:87--104, 2013. BibTex
6. O. PIETQUIN, H. HASTIE, "A survey on metrics for the evaluation of user simulations". In Knowledge Engineering Review, 28(01):59-73, first published as FirstView, 2013. BibTex

Conference Proceedings :

1. A. FATHOLAHZADEH, "Ordered Segments for Classification of Big Data". In ICMLA'13: The 12th International Conference on Machine Learning and Applications:268-272, Miami, Florida, USA, 2013. BibTex
2. L. DAUBIGNEY, M. GEIST, O. PIETQUIN, "Model-free POMDP optimisation of tutoring systems with echo-state networks". In Proceedings of the 14th SIGDial Meeting on Discourse and Dialogue (SIGDial 2013):102-106, Metz (France), 2013. BibTex
3. B. PIOT, M. GEIST, O. PIETQUIN, "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, Hendrik and Kersting, Kristian and Nijssen, Siegfried and Zelezny, Filip, ISBN: 978-3-642-40987-5, Springer, Lecture Notes in Computer Science, 8188:17-32, Prague (Czech Republic) , 2013. BibTex
4. E. KLEIN, B. PIOT, M. GEIST, O. PIETQUIN, "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, Hendrik and Kersting, Kristian and Nijssen, Siegfried and Zelezny, Filip, ISBN: 978-3-642-40987-5, Springer, Lecture Notes in Computer Science, 8188:1-16, Prague (Czech Republic) , 2013. BibTex
5. L. DAUBIGNEY, M. GEIST, O. PIETQUIN, "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), 2013. BibTex
6. L. EL ASRI, R. LAROCHE, O. PIETQUIN, "Reward Shaping For Statistical Optimisation Of Dialogue Management". In Proceedings of the International Conference on Statistical Language and Speech Processing (SLSP 2013), Dediu, Adrian-Horia and Marti­n-Vide, Carlos and Mitkov, Ruslan and Truthe, Bianca, ISBN: 978-3-642-39592-5, Springer, Lecture Notes in Computer Science , 7978:93-101, Tarragona (Spain), 2013. BibTex
7. O. PIETQUIN, "Inverse Reinforcement Learning for Interactive Systems". In Proceedings of the IJCAI workshop on Machine Learning for Interactive Systems (MLIS 2013), Beijing (China), Invited Speaker, 2013. BibTex
8. L. DAUBIGNEY, M. GEIST, O. PIETQUIN, "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, to appear, 2013. BibTex
9. R. NIEWIADOMSKI, J. HOFMANN, J. URBAIN, T. PLATT, J. WAGNER, B. PIOT, H. CAKMAK, S. PAMMI, T. BAUR, S. DUPONT, M. GEIST, F. LINGENFELSER, G. MCKEOWN, O. PIETQUIN, W. RUCH, "Laugh-aware virtual agent and its impact on user amusement ". In Proceedings of the Twelfth International Conference on Autonomous Agents and Multiagent Systems (AAMAS2013):619-626, Saint Paul, USA, 2013. BibTex

Book Chapters :

1. . , S. VIALLE, J. GUSTEDT, " Development Methodologies for GPU and Cluster of GPUs". In Designing Scientific Applications on GPUs, R. Couturier, ISBN: 9781466571648, Chapman and Hall/CRC, 2013. BibTex
2. S. VIALLE, . , "Optimization methodology for Parallel Programming of Homogeneous or Hybrid Clusters". In Patterns for parallel programming on GPUs, F. Magoules, Saxe-Coburg Publications, 2013. BibTex

Proceedings :

1. M. ESKENAZI, M. STRUBE, B. DI EUGENIO, J. WILLIAMS, O. PIETQUIN, "14th annual SIGdial Meeting on Discourse and Dialogue ", 2013. BibTex

Technical Reports :

1. M. GEIST, B. SCHERRER, "Off-policy Learning with Eligibility Traces: A Survey", 2013. BibTex

Miscellaneous :

1. V. GALTIER, S. VIALLE, "Simulations et co-simulations distribuées", 2013. BibTex

Patents :

1. J. OSTER, G. CLIFFORD, O. PIETQUIN, M. GEIST, "Periodic Artifact Reduction from Biomedical Signals", patent WO2013052944, 2013. BibTex

Workshops :

1. B. PIOT, M. GEIST, O. PIETQUIN, "Classification régularisée par la récompense pour l'Apprentissage par Imitation". In Journées Francophones de Plannification, Décision et Apprentissage (JFPDA), Lille (FRANCE), 2013. BibTex
2. M. GEIST, E. KLEIN, B. PIOT, Y. GUERMEUR, O. PIETQUIN, "Around Inverse Reinforcement Learning and Score-based Classification". In 1st Multidisciplinary Conference on Reinforcement Learning and Decision Making (RLDM 2013), Princeton (USA), 2013. BibTex
3. B. PIOT, M. GEIST, O. PIETQUIN, "Learning from demonstrations: Is it worth estimating a reward function?". In 1st Multidisciplinary Conference on Reinforcement Learning and Decision Making (RLDM 2013), Princeton, USA, 2013. BibTex
4. L. DAUBIGNEY, M. GEIST, O. PIETQUIN, "Optimisation par essaims particulaires de stratégies de dialogue". In Journées Francophones de Plannification, Décision et Apprentissage (JFPDA), 2013. BibTex
5. E. KLEIN, B. PIOT, M. GEIST, O. PIETQUIN, "Apprentissage par renforcement inverse en cascadant classification et régression". In Journées Francophones de Plannification, Décision et Apprentissage (JFPDA), 2013. BibTex
6. B. PIOT, M. GEIST, O. PIETQUIN, "Apprentissage par démonstrations : vaut-il la peine d'estimer une fonction de récompense?". In Journées Francophones de Plannification, Décision et Apprentissage (JFPDA), 2013. BibTex

- 2012 -

Regular Papers :

1. J. WILLIAMS, K. YU, B. CHAIB DRAA, O. LEMON, R. PIERACCINI, O. PIETQUIN, P. POUPART, S. YOUNG, "Introduction to the Issue on Advances in Spoken Dialogue Systems and Mobile Interface". In IEEE Journal of Selected Topics in Signal Processing, 6(8):889 - 890, 2012. BibTex
2. L. ABBAS-TURKI, S. VIALLE, B. LAPEYRE, P. MERCIER, "Pricing derivatives on graphics processing units using Monte Carlo simulation". In Concurrency and Computation: Practice and Experience, 2012. BibTex
3. L. DAUBIGNEY, M. GEIST, S. CHANDRAMOHAN, O. PIETQUIN, "A Comprehensive Reinforcement Learning Framework for Dialogue Management Optimisation". In IEEE Journal of Selected Topics in Signal Processing, ISBN: 1932-4553, 6(8):891-902, <A href="http://www.metz.supelec.fr/~geist_mat/pdfs/Supelec808.pdf" target="_blank">pdf</A>, 2012. BibTex
4. J. FIX, N. ROUGIER, "DANA: Distributed numerical and adaptive modelling framework". In Network: Computation in Neural Systems:1-17, 2012. BibTex

Conference Proceedings :

1. F. PENNERATH, "L'extraction de règles de dépendance bien définies entre ensembles de variables multivaluées". In Extraction et gestion des connaissances (EGC'2012), Actes, janvier 31 - février 2012, Bordeaux, France, Yves Lechevallier and Guy Melançon and Bruno Pinaud, ISBN: 978-2-70568-310-8, Revue des Nouvelles Technologies de l'Information, RNTI-E-23:249-254, Hermann-Editions, 2012. BibTex
2. S. CHANDRAMOHAN, M. GEIST, F. LEFVRE, O. PIETQUIN, "Co-adaptation in Spoken Dialogue Systems". In Proceedings of the Fourth International Workshop on Spoken Dialog Systems (IWSDS 2012), Paris (France), 2012. BibTex
3. E. KLEIN, M. GEIST, B. PIOT, O. PIETQUIN, "Inverse Reinforcement Learning through Structured Classification". In Advances in Neural Information Processing Systems (NIPS 2012), Lake Tahoe (NV, USA), 2012. BibTex
4. S. CHANDRAMOHAN, M. GEIST, F. LEFVRE, O. PIETQUIN, "Behavior Specific User Simulation in Spoken Dialogue Systems". In Proceedings of the 10th ITG Conference on Speech Communication:1 - 4, Braunschweig (Germany), http://www.metz.supelec.fr/~geist_mat/pdfs/Supelec792.pdf, 2012. BibTex
5. L. EL ASRI, R. LAROCHE, O. PIETQUIN, "Reward Function Learning for Dialogue Management". In Proceedings of the sixth Starting Artificial Intelligence Research Symposium (STAIRS 2012):95 - 106, Montpellier (France), 2012. BibTex
6. O. PIETQUIN, F. TANGO, "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):987 - 992, Montpellier (France), Best Paper Award, 2012. BibTex
7. B. SCHERRER, V. GABILLON, M. GHAVAMZADEH, M. GEIST, "Approximate Modified Policy Iteration". In International Conference on Machine Learning (ICML), (to appear), 2012. BibTex
8. M. GEIST, B. SCHERRER, A. LAZARIC, M. GHAVAMZADEH, "A Dantzig Selector Approach to Temporal Difference Learning". In International Conference on Machine Learning (ICML), (to appear), 2012. BibTex
9. O. PIETQUIN, "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), 2012. BibTex
10. J. OSTER, M. GEIST, O. PIETQUIN, G. CLIFFORD, "Filtering of pathological ventricular rhythms during MRI scanning". In Proceedings of the seventh International Workshop on Biosignal Interpretation, Como (Italy), 2012. BibTex
11. E. KLEIN, B. PIOT, M. GEIST, O. PIETQUIN, "Classification structurée pour l’apprentissage par renforcement inverse". In Actes de la Conférence Francophone sur l'Apprentissage Automatique (Cap 2012):1-16, Nancy, France, 2012. BibTex
12. J. FIX, M. GEIST, "Optimisation de contrôleurs par essaim de particules". In Actes de la Conférence Francophone sur l'Apprentissage Automatique (Cap 2012):1-14, Nancy, France, 2012. BibTex
13. L. DAUBIGNEY, M. GEIST, O. PIETQUIN, "Optimisation d'un tuteur intelligent à partir d'un jeu de données fixé". In Actes des Journées d'Etudes de la Parole (JEP 2012):241-248, Grenoble (France), 2012. BibTex
14. E. MOCANU, V. GALTIER, N. TAPUS, "Generic and fault-tolerant bag-of-tasks framework based on JavaSpace technology". In 2012 IEEE International Systems Conference, ISBN: 978-1-4673-0750-5, Vancouver (Canada), 2012. BibTex
15. S. CHANDRAMOHAN, M. GEIST, F. LEFVRE, O. PIETQUIN, "Clustering Behaviors Of Spoken Dialogue Systems Users". In Proceedings of the 37th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2012), IEEE:4981 - 4984, Kyoto (Japan), 2012. BibTex
16. L. DAUBIGNEY, M. GEIST, O. PIETQUIN, "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), IEEE:4989 - 4992, Kyoto (Japan), 2012. BibTex
17. L. DAUBIGNEY, M. GEIST, O. PIETQUIN, "Apprentissage off-policy appliqué à un système de dialogue basé sur les PDMPO". In Actes du 18ème congrès francophone sur la Reconnaissance de Formes et l'Intelligence Artificielle (RFIA 2012), Lyon (France), 2012. BibTex
18. C. MAKASSIKIS, S. VIALLE, X. WARIN, "FT-GReLoSSS: a Skeletal-Based Approach towards Application Parallelization and Low-Overhead Fault Tolerance". In The 20th Euromicro International Conference on Parallel, Distributed and Network-Based Computing (PDP 2012), Garching, Germany, 8 pages, February 15-17, 2012. BibTex

Book Chapters :

1. S. KEIZER, S. ROSSIGNOL, S. CHANDRAMOHAN, O. PIETQUIN, "User Simulation in the Development of Statistical Spoken Dialogue Systems". In Data-Driven Methods for Adaptive Spoken Dialogue Systems: Computational Learning for Conversational Interfaces, Oliver Lemon - Olivier Pietquin, ISBN: 978-1461448020, Springer, 4:39-73, 2012. BibTex
2. J. FIX, M. GEIST, "Monte-Carlo Swarm Policy Search". In Symposium on Swarm Intelligence and Differential Evolution, Springer Verlag - Heidelberg Berlin, Lecture Notes in Artificial Intelligence (LNAI):9 pages, Zakopane (Poland), 2012. BibTex
3. W. KIRSCHENMANN, L. PLAGNE, S. VIALLE, "Multi-Target Vectorization With MTPS C++ Generic Library". In Applied Parallel and Scientific Computing, 10th International Conference, PARA 2010, Proceedings, Part II, Kristján Jónasson (Ed), Springer, Heidelberg, LNCS, 7134, Extended and selected paper of PARA 2010 conference, 11 pages, 2012. BibTex
4. . , T. JOST, S. VIALLE, "Impact of asynchronism on GPU accelerated parallel iterative computations". In Applied Parallel and Scientific Computing, 10th International Conference, PARA 2010, Proceedings, Part I, Kristján Jónasson (Ed), Springer, Heidelberg, LNCS, 7133, Extended and selected paper of PARA 2010 conference, 11 pages, 2012. BibTex
5. J. GUSTEDT, S. VIALLE, H. FREZZA-BUET, D. BOUMBA SITOU, N. FRESSENGEAS, J. FIX, "InterCell: a Software Suite for Rapid Prototyping and Parallel Execution of Fine Grained Applications". In Applied Parallel and Scientific Computing, 10th International Conference, PARA 2010, Proceedings, Part I, Kristján Jónasson (Ed), Springer, Heidelberg, LNCS, 7133, Extended and selected paper of PARA 2010 conference, 11 pages, 2012. BibTex

Proceedings :

1. O. PIETQUIN, J. FIX, M. GEIST, "Proceedings of the 8th eNTERFACE workshop", Metz (France), 2012. BibTex

Books :

1. O. LEMON, O. PIETQUIN, "Data-Driven Methods for Adaptive Spoken Dialogue Systems: Computational Learning for Conversational Interfaces ", Oliver Lemon - Olivier Pietquin, ISBN: 978-1461448020, Springer, 177 pages, 2012. BibTex

Thesis :

1. W. KIRSCHENMANN, "Vers des noyaux de calcul intensif pérennes", PhD Thesis in Computer Science, University of Lorraine, 2012. BibTex
2. S. CHANDRAMOHAN, "Revisiting User Simulation in Dialogue Systems: Do we still need them? Will imitation play the role of simulation?", PhD Thesis, , University of Avignon, PhD Thesis in Computer Science, 2012. BibTex

Master Thesis :

1. K. DEHLINGER, "Accélération de la classification de sources sonores pour le traitement de sons de très longues durées -- Speedup of sound sources to process very long audio signals", CNAM , CNAM de Lorraine, Metz, France, 2012. BibTex
2. Y. PRESSE, "Étude et conception d'une plate-forme de multisimulation et de contrôle de drones -- Design of a plateform for drone multisimulation and control", Engineering master thesis, CNAM , CNAM de Lorraine, Metz, France, 2012. BibTex

Miscellaneous :

1. S. VIALLE, " Energy issues of GPU computing clusters", invited speaker in colloquium EJC-ICT 2012 on "Towards ecological and energy efficient Information and Communication Technology". Lyon, France, 2012. BibTex
2. K. YU, J. WILLIAMS, B. CHAIB DRAA, O. LEMON, R. PIERACCINI, O. PIETQUIN, P. POUPART, S. YOUNG, "IEEE Journal on Selected Topics in Signal Processing : special issue on Advances in Spoken Dialogue Systems and Mobile Interfaces", 2012. BibTex

Workshops :

1. E. KLEIN, B. PIOT, M. GEIST, O. PIETQUIN, "Structured Classification for Inverse Reinforcement Learning". In European Workshop on Reinforcement Learning (EWRL 2012), Edinburgh (UK), 2012. BibTex
2. M. GEIST, B. SCHERRER, A. LAZARIC, M. GHAVAMZADEH, "Un sélecteur de Dantzig pour l'apprentissage par différences temporelles". In Journées Francophones sur la Planification, la Décision et l'Apprentissage pour la conduite des systèmes (JFPDA), 2012. BibTex
3. B. SCHERRER, V. GABILLON, M. GHAVAMZADEH, M. GEIST, "Approximations de l'algorithme Itérations sur les Politiques Modifié". In Journées Francophones sur la Planification, la Décision et l'Apprentissage pour la conduite des systèmes (JFPDA), 2012. BibTex
4. S. CHANDRAMOHAN, M. GEIST, F. LEFVRE, O. PIETQUIN, "Regroupement non-supervisé d'utilisateurs par leur comportement pour les systèmes de dialogue parlé". In Journées Francophones de Planification, Décision et Apprentissage pour la conduite de systèmes (JFPDA 2012), Nancy (France), 2012. BibTex

- 2011 -

Regular Papers :

1. O. LEMON, O. PIETQUIN, "Introduction to Special Issue on Machine Learning for Adaptivity in Spoken Dialogue Systems". In ACM Transactions on Speech and Language Processing, 7(3), 2011. BibTex
2. M. BARRET, J.L. GUTZWILLER, M. HARITI, "Low-Complexity Hyperspectral Image Coding Using Exogenous Orthogonal Optimal Spectral Transform (OrthOST) and Degree-2 Zerotrees". In IEEE Transactions on Geoscience and Remote Sensing, 49(5):1557--1566, 2011. BibTex
3. O. PIETQUIN, M. GEIST, S. CHANDRAMOHAN, H. FREZZA-BUET, "Sample-Efficient Batch Reinforcement Learning for Dialogue Management Optimization". In ACM Transactions on Speech and Language Processing, 7(3):7:1-7:21, 2011. BibTex
4. B. CHEVAILLIER, D. MANDRY, J.L. COLLETTE, M. CLAUDON, M.A. GALLOY, O. PIETQUIN, "Functional segmentation of renal DCE-MRI sequences using vector quantization algorithms". In Neural Processing Letters, ISBN: 1370-4621, 34(1):71-85, 2011. BibTex
5. L. ALECU, H. FREZZA-BUET, F. ALEXANDRE, "Can self-organization emerge through dynamic neural fields computation? ". In Connection Science, 23(1):1-31, 2011. BibTex

Conference Proceedings :

1. A. FATHOLAHZADEH, "Heuristic for Finding the Tuning Number in Data Mining". In ICAI'11: THE 2011 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE, ISBN: 1-60132-183-X, 1-60132-18, 1:914-917, Las Vegas, Nevada, USA, 2011. BibTex
2. M. GEIST, O. PIETQUIN, "Kalman filtering & colored noises: the (autoregressive) moving-average case". In Proceedings of the IEEE Workshop on Machine Learning Algorithms, Systems and Applications (MLASA 2011):4 pages, Honolulu (USA), 2011. BibTex
3. E. KLEIN, M. GEIST, O. PIETQUIN, "Reducing the dimentionality of the reward space in the Inverse Reinforcement Learning problem". In Proceedings of the IEEE Workshop on Machine Learning Algorithms, Systems and Applications (MLASA 2011):4 pages, Honolulu (USA), 2011. BibTex
4. H. GLAUDE, F. AKRIMI, M. GEIST, O. PIETQUIN, "A Non-Parametric Approach to Approximate Dynamic Programming". In Proceedings of the 10th IEEE International Conference on Machine Learning and Applications (ICMLA 2011):317-322, Honolulu (USA), 2011. BibTex
5. B. KHOUZAM, H. FREZZA-BUET, "Tracking Non-stationary Dynamical System Phase using Multi-map and Temporal Self-organizing Architecture". In NaBIC 2011, IEEE, Salamanca (Spain), 2011. BibTex
6. B. KHOUZAM, H. FREZZA-BUET, "Discovering the phase of a dynamical system from a stream of partial observations with a multi-map self-organizing architecture". In COGNITIVE 2011, Rome (Italy), 2011. BibTex
7. S. ROSSIGNOL, M. IANOTTO, O. PIETQUIN, "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), ACLWeb:598-604, Chiang Mai (Thailand), 2011. BibTex
8. O. PIETQUIN, L. DAUBIGNEY, M. GEIST, "Optimisation 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), 2011. BibTex
9. S. MENETRE, J.P. DIDON, O. PIETQUIN, C. DE CHILLOU, J. FELBLINGER, "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), 2011. BibTex
10. L. DAUBIGNEY, M. GASIC, S. CHANDRAMOHAN, M. GEIST, O. PIETQUIN, S. YOUNG, "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):1301-1304, Florence (Italy), 2011. BibTex
11. S. CHANDRAMOHAN, M. GEIST, F. LEFVRE, O. PIETQUIN, "User Simulation in Dialogue Systems using Inverse Reinforcement Learning". In Proceedings of the 12th Annual Conference of the International Speech Communication Association (Interspeech 2011):1025-1028, Florence (Italy), 2011. BibTex
12. S. ROSSIGNOL, O. PIETQUIN, "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), 2011. BibTex
13. R. CHOU, Y. BOERS, M. PODT, M. GEIST, "Performance Evaluation for Particle Filters". In 14th International Conference on Information Fusion (FUSION 2011), IEEE:7 pages, Chicago, USA, 2011. BibTex
14. O. PIETQUIN, M. GEIST, S. CHANDRAMOHAN, "Sample Efficient On-line Learning of Optimal Dialogue Policies with Kalman Temporal Differences". In International Joint Conference on Artificial Intelligence (IJCAI 2011):1878-1883, Barcelona, Spain, Oral Presentation, 2011. BibTex
15. L. DAUBIGNEY, M. GEIST, O. PIETQUIN, "Apprentissage par renforcement pour la personnalisation d’un logiciel d’enseignement des langues". In Actes de la Conférence sur les Environnements Informatiques pour l’Apprentissage Humain (EIAH 2011), Mons (Belgium), 4 pages, 2011. BibTex
16. V. GALTIER, C. MAKASSIKIS, S. VIALLE, "A Javaspace-based Framework for Efficient Fault-Tolerant Master-Worker Distributed Applications". In Proceedings of the 19th International Euromicro Conference on Parallel, Distributed and Network-based Processing (PDP 2011), Yiannis Cotronis and Marco Danelutto and George Angelos Papadopoulos, ISBN: 978-0-7695-4328-4, IEEE Computer Society:272-276, Ayia Napa, Cyprus, 2011. BibTex
17. L. DAUBIGNEY, O. PIETQUIN, "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):399-404, Bruges (Belgium), 2011. BibTex
18. J. FIX, M. GEIST, O. PIETQUIN, H. FREZZA-BUET, "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), ISBN: 978-1-4244-9890-1, IEEE:1 - 7, Paris (France), 2011. BibTex
19. M. GEIST, O. PIETQUIN, "Parametric Value Function Approximation: a Unified View". In Proceedings of the IEEE Symposium on Adaptive Dynamic Programming and Reinforcement Learning (ADPRL 2011):9-16, Paris (France), 2011. BibTex
20. O. PIETQUIN, F. TANGO, R. ARAS, "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):73 - 79, Paris (France), 2011. BibTex
21. M. GEIST, O. PIETQUIN, "Managing Uncertainty within the KTD Framework". In Proceedings of the Workshop on Active Learning and Experimental Design (AL&E collocated with AISTAT 2010), Journal of Machine Learning Research Conference and Workshop Proceedings:157-168, Sardinia (Italy), 2011. BibTex

Book Chapters :

1. S. VIALLE, . , T. JOST, "Optimizing computing and energy performances in heterogeneous clusters of CPUs and GPUs". In Handbook of Energy-Aware and Green Computing, S. Ranka and I. Ahmad (Ed.), ISBN: 978-1-4398-5040-4, Chapman & Hall/CRC Press, Chapter 9, Computer and Information Science Series, 2011. BibTex
2. M. GEIST, B. SCHERRER, "L1-penalized projected Bellman residual". In Proceedings of the European Workshop on Reinforcement Learning (EWRL 2011), Springer Verlag - Heidelberg Berlin, Lecture Notes in Computer Science (LNCS):12 pages, Athens (Greece), 2011. BibTex
3. I.P. AKAMBITA, M. BARRET, F. DALLA VEDOVA, J.L. GUTZWILLER, D.T. PHAM, "Discrete Wavelet Transform and Optimal Spectral Transform Applied to Multicomponent Image Coding ". In Discrete Wavelet Transforms - Algorithms and Applications, ISBN: 978-953-307-482-5, Professor Hannu Olkkonen,, 2011. BibTex
4. E. KLEIN, M. GEIST, O. PIETQUIN, "Batch, Off-policy and Model-free Apprenticeship Learning". In Proceedings of the European Workshop on Reinforcement Learning (EWRL 2011), Springer Verlag - Heidelberg Berlin, Lecture Notes in Computer Science (LNCS):12 pages, Athens (Greece), 2011. BibTex
5. B. SCHERRER, M. GEIST, "Recursive Least-Squares Learning with Eligibility Traces". In Proceedings of the European Workshop on Machine Learning (EWRL 2011), Springer Verlag - Heidelberg Berlin, Lecture Notes in Computer Science (LNCS):12 pages, Athens (Greece), 2011. BibTex
6. F. TANGO, L. MININ, R. ARAS, O. PIETQUIN, "Automation Effects on Driver's Behaviour when integrating a PADAS and a Distraction Classifier". In Digital Human Modeling, Vincent Duffy, Springer, Lecture Notes in Computer Science, 6777:503-512, Orlando (FL, USA), Proceedings of the Intenational Conference on Human-Computer Interfaces (HCI 2011), 2011. BibTex
7. F. TANGO, M. ALONSO, M.H. VEGA, R. ARAS, O. PIETQUIN, "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, P.C Cacciabue and M. Hjälmdahl and A. Luedtke and C. Riccioli, Springer Verlag, Heidelberg - Berlin:353-362, Belgirate (Italy), Proceedings of the Workshop on Human Modelling in Assisted Transportation (HMAT 2010), 2011. BibTex
8. F. TANGO, R. ARAS, O. PIETQUIN, "Learning Optimal Control Strategies from Interactions for a Partially Autonomous Driver Assistance System". In Human Modelling in Assisted Transportation: Models, Tools and Risk Methods, P.C Cacciabue and M. Hjälmdahl and A. Luedtke and C. Riccioli, Springer Verlag, Heidelberg - Berlin:119-128, Belgirate (Italy), Proceedings of the Workshop on Human Modelling in Assisted Transportation (HMAT 2010), 2011. BibTex

Thesis :

1. L. ALECU, "Une approche neuro-dynamique de conception des processus d’auto-organisation", 2011. BibTex
2. H. FREZZA-BUET, "Un calcul cortical pour les systèmes situés", 2011. BibTex
3. O. PIETQUIN, "De l'apprentissage statistique pour le contrôle optimal et le traitement du signal - Contribution à la prise en compte de l'humain dans les systèmes intelligents", 2011. BibTex
4. C. MAKASSIKIS, "Conception d'un modèle et de frameworks de distribution d'applications sur grappes de PCs avec tolérance aux pannes à faible coût", 2011. BibTex

Technical Reports :

1. F. JURCICEK, M. GASIC, S. YOUNG, G. PUTOIS, R. LAROCHE, M. GEIST, O. PIETQUIN, "Online adaptation of dialogue systems" (1.5), CLASSiC Project Deliverable, 2011. BibTex
2. O. PIETQUIN, H. HASTIE, S. JANARTHANAM, S. KEIZER, G. PUTOIS, L. VAN DER PLAS, "Annotated Data Archive" (6.5), CLASSiC Project Deliverable, 2011. BibTex
3. S. ROSSIGNOL, S. JANARTHANAM, X. LIU, O. PIETQUIN, M. IANOTTO, "User simulations of different types of Appointment Scheduling and Self-Help user" (3.6), CLASSiC Project Deliverable, 2011. BibTex

Miscellaneous :

1. S. VIALLE, "Graphical Processing Units (GPUs): Opportunities and Challenges", Invited Panelist to the 2011 International Conference on High Performance Computing & Simulation (HPCS'2011), Istanbul, Turkey, July 4-8, 2011. BibTex
2. S. VIALLE, " From Grid to private Clouds, to inter&#8208;Clouds. An overview and some questions for future of cloud computing", Invited Speaker to Alcatel University meeting, Metz, France, October 21, 2011. BibTex
3. S. VIALLE, "Calcul sur GPU", 2011. BibTex
4. O. PIETQUIN, S. DUPONT, "Incorporating Laughter into Human-Avatar Interactions: Research and Evaluation - The ILHAIRE project", IEEE SLTC News Letter, 2011. BibTex
5. O. LEMON, O. PIETQUIN, "Special Issue of the ACM Transaction on Speech and Language Technologies on Machine Learning for Robust and Adaptive Spoken Dialogue Systems", 2011. BibTex

Workshops :

1. M. GEIST, B. SCHERRER, "Moindres carrés récursifs pour l'évaluation off-policy d'une politique avec traces d'éligibilité". In Sixièmes Journées Francophones de Planification, Décision et Apprentissage pour la conduite de systèmes (JFPDA 2011):22 pages, Rouen (France), 2011. BibTex
2. E. KLEIN, M. GEIST, O. PIETQUIN, "Apprentissage par imitation étendu au cas batch, off-policy et sans modèle". In Sixièmes Journées Francophones de Planification, Décision et Apprentissage pour la conduite de systèmes (JFPDA 2011):9 pages, Rouen (France), 2011. BibTex
3. L. DAUBIGNEY, M. GEIST, O. PIETQUIN, "Gestion de l’incertitude pour l’optimisation en ligne d’un gestionnaire de dialogues parlés à grande échelle basé sur les POMDP". In Sixièmes Journées Francophones de Planification, Décision et Apprentissage pour la conduite de systèmes (JFPDA 2011):7 pages, Rouen (France), 2011. BibTex
4. S. CHANDRAMOHAN, M. GEIST, O. PIETQUIN, "Apprentissage par Renforcement Inverse pour la Simulation d'Utilisateurs dans les Systèmes de Dialogue". In Sixièmes Journées Francophones de Planification, Décision et Apprentissage pour la conduite de systèmes (JFPDA 2011):7 pages, Rouen (France), 2011. BibTex
5. E. KLEIN, M. GEIST, O. PIETQUIN, "Batch, Off-policy and Model-Free Apprenticeship Learning". In IJCAI Workshop on Agents Learning Interactively from Human Teachers (ALIHT 2011), Barcelona (Spain), 6 pages, 2011. BibTex
6. B. CHEVAILLIER, J.L. COLLETTE, D. MANDRY, M. CLAUDON, O. PIETQUIN, "Segmentation fonctionnelle de séquences d'IRM rénales à rehaussement de contraste par quantification vectorielle". In Colloque Recherche en Imagerie et Technologies pour la Santé (RITS 2011), Rennes (France), 3 pages, 2011. BibTex
7. S. CHAGUE, J. D'HOSE, J.F. GOUDOU, B. DORIZZI, L. GIULIERI, Q.C. PHAM, F. SDES, M. BRUT, D. NICHOLSON, O. PIETQUIN, "METHODEO : Méthodologie d’évaluation des algorithmes d’exploitation des enregistrements de la vidéoprotection". In Workshop Interdisciplinaire sur la Sécurité Globale (WISG 2011), Troyes (France), 6 pages, 2011. BibTex

- 2010 -

Regular Papers :

1. W. KIRSCHENMANN, L. PLAGNE, A.. PONOT, S. VIALLE, "Parallel SPN on Multi-Core CPUS and Many-Core GPUS". In Transport Theory and Statistical Physics, 39(2-4):255-281, 2010. BibTex
2. J. FIX, N. ROUGIER, F. ALEXANDRE, "A Dynamic Neural Field Approach to the Covert and Overt Deployment of Spatial Attention". In Cognitive Computation, 2010. BibTex
3. I.P. AKAMBITA, M. BARRET, F. DALLA VEDOVA, J.L. GUTZWILLER, "Lossy and lossless compression of MERIS hyperspectral images with exogenous quasi-optimal spectral transforms". In Journal of Applied Remote Sensing, 4:041790-1-15, 2010. BibTex
4. M. GEIST, O. PIETQUIN, "Kalman Temporal Differences". In Journal of Artificial Intelligence Research (JAIR), 39:483-532, 2010. BibTex
5. B. FERNANDEZ, J. OSTER, M. LOHEZIC, D. MANDRY, O. PIETQUIN, P.A. VUISSOZ, J. FELBLINGER, "Adaptive Black Blood Fast Spin Echo for End-Systolic Rest Cardiac Imaging". In Magnetic Resonance in Medicine, 64(6):1760-1771, 2010. BibTex
6. J. OSTER, O. PIETQUIN, M. KRAEMER, J. FELBLINGER, "Nonlinear Bayesian Filtering for Denoising of Electrocardiograms acquired in a Magnetic Resonance Environment". In IEEE Transactions on Biomedical Engineering, ISBN: 0018-9294, 57(7):1628 - 1638, 2010. BibTex
7. F. PENNERATH, G. NIEL, P. VISMARA, P. JAUFFRET, C. LAURENO, A. NAPOLI, "A graph-mining algorithm for the evaluation of bond formability". In Journal of Chemical Information and Modeling, 50(2):221-239, 2010. BibTex
8. R. ARAS, A. DUTECH, "An investigation into Mathematical Programming for Finite Horizon Decentralized POMDPs". In Journal of Artificial Intelligence Research, to appear, 2010. BibTex
9. I.P. AKAMBITA, M. BARRET, D.T. PHAM, "On optimal orthogonal transforms at high bit-rates using only second order statistics in multicomponent image coding with JPEG2000". In Signal Processing, 90(3):753-758, 2010. BibTex
10. I.P. AKAMBITA, M. BARRET, D.T. PHAM, "On optimal transforms in lossy compression of multicomponent images with JPEG2000". In Signal Processing, 90(3):759-773, 2010. BibTex
11. M. GEIST, O. PIETQUIN, G. FRICOUT, "Différences temporelles de Kalman : cas déterministe". In Revue d'Intelligence Artificielle, 24(4):423-442, 2010. BibTex

Conference Proceedings :

1. J. FIX, H. SCHROLL, K. ANTON-ERXLEBEN, T. WOMELSDORF, S. TREUE, F. HAMKER, "Influence of Spatial Attention on the Receptive Field Shape of Neurons in Monkey Area MT". In Proceedings of the 5th french conference on computational neuroscience «Neurocomp ‘10 ». In Proceedings of the 5th french conference on computational neuroscience «Neurocomp ‘10 »:147--152, 2010. BibTex
2. L. PLAGNE, W. KIRSCHENMANN, S. VIALLE, "Toward a Multi-Target Linear Algebra Library for GPUs and Multicore CPUs". In SIAM Conference on Parallel Processing for Scientific Computing (PP10), 2010. BibTex
3. C. MAKASSIKIS, V. GALTIER, S. VIALLE, "A Skeletal-Based Approach for the Development of Fault-Tolerant SPMD Applications". In Proceedings of the 11th International Conference on Parallel and Distributed Computing, Applications and Technologies (PDCAT), ISBN: 978-1-4244-9110-0, IEEE Computer Society:239-248, Wuhan, China, 2010. BibTex
4. M. GEIST, O. PIETQUIN, "Eligibility Traces through Colored Noises". In Proceedings of the IEEE International Conference on Ultra Modern Control systems (ICUMT 2010), ISBN: 978-1-4244-7285-7:458 - 465, Moscow (Russia), (best paper award), 2010. BibTex
5. M. GEIST, O. PIETQUIN, "Statistically Linearized Least-Squares Temporal Differences". In Proceedings of the IEEE International Conference on Ultra Modern Control systems (ICUMT 2010), ISBN: 978-1-4244-7285-7, IEEE:450 - 457, Moscow (Russia), 2010. BibTex
6. M. GEIST, O. PIETQUIN, "Revisiting natural actor-critics with value function approximation". In Proceedings of the 22nd Benelux Conference on Artificial Intelligence (BNAIC 2010), Luxembourg (Luxembourg), 1-page abstract, 2010. BibTex
7. F. PENNERATH, "Fast Extraction of Locally Optimal Patterns based on Consistent Pattern Function Variations". In Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2010, José L. Balcazar and Francesco Bonchi and Aristides Gionis and Michèle Sebag, ISBN: 978-3-642-15938-1, Springer, Lecture Notes in Computer Science, 6323:34-49, Barcelona (Spain), 2010. BibTex
8. S. ROSSIGNOL, O. PIETQUIN, "Single-speaker/multi-speaker co-channel speech classification". In Proceedings of the International Conference on Speech Communication and Technologies (Interspeech 2010), ISCA:2322-2325, Makuhari (Japan), 2010. BibTex
9. S. CHANDRAMOHAN, M. GEIST, O. PIETQUIN, "Optimizing Spoken Dialogue Management with Fitted Value Iteration". In Proceedings of the International Conference on Speech Communication and Technologies (Interspeech 2010), ISCA:86-89, Makuhari (Japan), 2010. BibTex
10. S. CHANDRAMOHAN, M. GEIST, O. PIETQUIN, "Sparse Approximate Dynamic Programming for Dialog Management". In Proceedings of the 11th SIGDial Conference on Discourse and Dialogue, ACL:107-115, Tokyo (Japan), 2010. BibTex
11. W. KIRSCHENMANN, L. PLAGNE, S. VIALLE, "Multi-Target Vectorization With MTPS C++ Generic Library". In PARA 2010 conference: State of the Art in Scientific and Parallel Computing, 2010. BibTex
12. . , T. JOST, S. VIALLE, " Impact of asynchronism on GPU accelerated parallel iterative computations". In PARA 2010 conference: State of the Art in Scientific and Parallel Computing, 2010. BibTex
13. M. GEIST, O. PIETQUIN, "Statistically Linearized Recursive Least Squares". In Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2010), ISBN: 978-1-4244-7875-0, 2010. BibTex
14. B. CHEVAILLIER, J.L. COLLETTE, D. MANDRY, M. CLAUDON, O. PIETQUIN, "Objective assessment of renal DCE-MRI image segmentation". In Proceedings of the European Signal Processing Conference (EUSIPCO 2010), ISBN: 2076-1465, Eurasip, Aalborg (Denmark), 1214-1218, 2010. BibTex
15. J. GUSTEDT, S. VIALLE, H. FREZZA-BUET, D. BOUMBA SITOU, N. FRESSENGEAS, "InterCell: a Software Suite for Rapid Prototyping and Parallel Execution of Fine Grained Applications". In PARA 2010 conference: State of the Art in Scientific and Parallel Computing, Reykjavick, Iceland, 2010. BibTex
16. S. ROSSIGNOL, O. PIETQUIN, M. IANOTTO, "Simulation du processus de croyance mutuelle de la compréhension dans le dialogue (grounding process) à l'aide des réseaux bayésiens". In Actes des Journées d'Etude de la Parole (JEP 2010), Mons (Belgium), 5 pages, 2010. BibTex
17. M. GEIST, O. PIETQUIN, "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), PUG:101-112, Clermont-Ferrand (France), 2010. BibTex
18. B. FERNANDEZ, J. OSTER, M. LOHEZIC, D. MANDRY, O. PIETQUIN, P.A. VUISSOZ, J. FELBLINGER, "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), 2010. BibTex
19. J.L. GUTZWILLER, H. FREZZA-BUET, O. PIETQUIN, "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, Michel Verleysen:505-510, Bruges (Belgium), 2010. BibTex
20. J. OSTER, O. PIETQUIN, M. KRAEMER, J. FELBLINGER, "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):489-492, Dallas (TX, USA), 2010. BibTex
21. M. GEIST, O. PIETQUIN, G. FRICOUT, "Astuce du Noyau & Quantification Vectorielle". In Actes du 17ème colloque sur la Reconnaissance des Formes et l'Intelligence Artificielle (RFIA'10), Caen (France), 8 pages, 2010. BibTex
22. M. SAIDI, O. PIETQUIN, R. ANDRÉ-OBRECHT, "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), ACTA Press:128-132, Innsbruck (Austria), 2010. BibTex

Book Chapters :

1. X. WARIN, S. VIALLE, "Design and Experimentation of a Large Scale Distributed Stochastic Control Algorithm Applied to Energy Management Problems". In Stochastic Control, Chris Myers, ISBN: 978-953-307-121-3, Sciyo, 7:103-124, 2010. BibTex
2. . , S. VIALLE, T. JOST, "Optimizing computing and energy performances on GPU clusters: experimentation on a PDE solver". In Proceedings of the COST Action IC0804 on Large Scale Distributed Systems,1st Year, Jean-Marc Pierson and Helmut Hlavacs, ISBN: 978-2-917490-10-5. 2010, IRIT:5 pages, 2010. BibTex
3. S. CHANDRAMOHAN, O. PIETQUIN, "User and Noise Adaptive Dialogue Management Using Hybrid System Actions". In Spoken Dialogue Systems for Ambient Environments, Gary Geunbae Lee and Joseph Mariani and Wolfgang Minker and Satoshi Nakamura, ISBN: 978-3-642-16201-5, Springer Verlag, Heidelberg - Berlin, Lecture Notes in Artificial Intelligence (LNAI), 6392:13-24, Gotemba, Shizuoka (Japan), Proceedings of the International Workshop on Spoken Dialogue Systems (IWSDS 2010), 2010. BibTex
4. S. ROSSIGNOL, O. PIETQUIN, M. IANOTTO, "Grounding Simulation in Spoken Dialog Systems with Bayesian Networks". In Spoken Dialogue Systems for Ambient Environments, Gary Geunbae Lee and Joseph Mariani and Wolfgang Minker and Satoshi Nakamura, ISBN: 978-3-642-16201-5, Springer-Verlag, Heidelberg-Berlin, Lecture Notes in Artificial Intelligence (LNAI), 6392:110-121, Gotemba, Shizuoka (Japan), Proceedings of the 2nd International Workshop on Spoken Dialogue Systems (IWSDS 2010), 2010. BibTex
5. M. GEIST, O. PIETQUIN, "Revisiting natural actor-critics with value function approximation". In Modeling Decisions for Artificial Intelligence, V. Torra and Y. Narukawa and M. Daumas, Springer Verlag - Heidelberg Berlin, Lecture Notes in Artificial Intelligence (LNAI), 6408:207-218, Perpinya (France), Proceedings of 7th International Conference MDAI 2010, 2010. BibTex
6. T. JOST, . , S. VIALLE, " An efficient multi-algorithms sparse linear solver for GPUs". In Parallel Computing: From Multicores and GPU's to Petascale, B. Chapman and F. Desprez and G.R. Joubert and A. Lichnewsky and F. Peters and T. Priol, ISBN: 978-1-60750-529-7, IOS Press, Advances in Parallel Computing, 19:546-553, Extended version of EuroGPU symposium article, in the International Conference on Parallel Computing (Parco) 2009, 2010. BibTex
7. O. PIETQUIN, "Natural Language and Dialogue Processing". In Multi-modal signal processing: methods and techniques to build multimodal interactive systems, Jean-Philippe Thiran, Hervé Bourlard, Ferran Marqués, ISBN: 0123748259, Elsevier Science & Technology Books, 4:61-90, 2010. BibTex

Thesis :

1. M. BARRET, "Sur les représentations et l'analyse statistique des données", 2010. BibTex
2. B. CHEVAILLIER, "Analyse de données d’IRM fonctionnelle rénale par quantification vectorielle", 2010. BibTex

Technical Reports :

1. C. MAKASSIKIS, V. GALTIER, S. VIALLE, "A Javaspace-based Framework for Efficient Fault-Tolerant Master-Worker Distributed Applications" (RR-7496), Rapport de recherche, INRIA, 2010. BibTex
2. S. KEIZER, O. PIETQUIN, S. ROSSIGNOL, S. YOUNG, "Agenda-based user simulations and EM training tools for Appointment Scheduling and TownInfo domains" (3.4), CLASSiC Project Deliverable, 2010. BibTex
3. M. GEIST, O. PIETQUIN, "A Brief Survey of Parametric Value Function Approximation", 2010. BibTex
4. O. PIETQUIN, H. HASTIE, "Metrics for the evaluation of user simulation" (3.5), CLASSiC Project Deliverable, 2010. BibTex

Miscellaneous :

1. C. MAKASSIKIS, "A Skeletal-Based Approach for the Development of Fault-Tolerant SPMD Applications", 2010. BibTex
2. S. VIALLE, "Expérience de développement d'applications sur cluster de GPUs - Experiments of application development on GPU clusters", 2010. BibTex

Patents :

1. J.P. MORARD, O. PIETQUIN, S. VIALLE, "Procédé d'encodage par segmentation d'une image ", 2010. BibTex
2. J.P. MORARD, O. PIETQUIN, S. VIALLE, "METHOD FOR THE SEGMENTATION ENCODING OF AN IMAGE", 2010. BibTex

Workshops :

1. M. GEIST, "Statistical Linearization for Value Function Approximation in Reinforcement Learning". In NIPS Workshop Optimization for Machine Learning (OPT 2010), Vancouver (Canada), 6 pages, 2010. BibTex
2. R. ARAS, O. PIETQUIN, "Optimal Average Reward Controllers For POMDPs". In Journées Francophones de Planification, Décision et Apprentissage pour la conduite de systèmes (JFPDA 2010), 2010. BibTex
3. M. GEIST, O. PIETQUIN, "Statistically Linearized Least-Squares Temporal Differences". In Journées Francophones de Planification, Décision et Apprentissage pour la conduite de systèmes (JFPDA 2010), 2010. BibTex
4. M. GEIST, O. PIETQUIN, "Revisiting natural actor-critics with value function approximation". In Journées Francophones de Planification, Décision et Apprentissage pour la conduite de systèmes (JFPDA 2010), 2010. BibTex
5. M. GEIST, O. PIETQUIN, "Managing Uncertainty within Value Function Approximation in Reinforcement Learning". In Active Learning and Experimental Design workshop (collocated with AISTATS 2010), Sardinia, Italy, 8 pages, oral presentation, 2010. BibTex