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Journal Articles

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2014
[j13]
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Jean-Yves Audibert, Sébastien Bubeck, Gábor Lugosi:
Regret in Online Combinatorial Optimization. Math. Oper. Res. 39(1): 31-45 (2014)
[j12]
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Antoine Salomon, Jean-Yves Audibert:
Robustness of stochastic bandit policies. Theor. Comput. Sci. 519: 46-67 (2014)
2013
[j11]
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Antoine Salomon, Jean-Yves Audibert, Issam El Alaoui:
Lower bounds and selectivity of weak-consistent policies in stochastic multi-armed bandit problem. J. Mach. Learn. Res. 14(1): 187-207 (2013)
2012
[j10]
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Anne-Marie Tousch, Stéphane Herbin, Jean-Yves Audibert:
Semantic hierarchies for image annotation: A survey. Pattern Recognit. 45(1): 333-345 (2012)
2011
[j9]
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Rodolphe Jenatton, Jean-Yves Audibert, Francis R. Bach:
Structured Variable Selection with Sparsity-Inducing Norms. J. Mach. Learn. Res. 12: 2777-2824 (2011)
[j8]
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Hichem Sahbi, Jean-Yves Audibert, Renaud Keriven:
Context-Dependent Kernels for Object Classification. IEEE Trans. Pattern Anal. Mach. Intell. 33(4): 699-708 (2011)
2010
[j7]
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Cédric Allène, Jean-Yves Audibert, Michel Couprie, Renaud Keriven:
Some links between extremum spanning forests, watersheds and min-cuts. Image Vis. Comput. 28(10): 1460-1471 (2010)
[j6]
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Jean-Yves Audibert, Sébastien Bubeck:
Regret Bounds and Minimax Policies under Partial Monitoring. J. Mach. Learn. Res. 11: 2785-2836 (2010)
[j5]
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Hui Kong, Jean-Yves Audibert, Jean Ponce:
Detecting Abandoned Objects With a Moving Camera. IEEE Trans. Image Process. 19(8): 2201-2210 (2010)
[j4]
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Hui Kong, Jean-Yves Audibert, Jean Ponce:
General Road Detection From a Single Image. IEEE Trans. Image Process. 19(8): 2211-2220 (2010)
2009
[j3]
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Jean-Yves Audibert, Rémi Munos, Csaba Szepesvári:
Exploration-exploitation tradeoff using variance estimates in multi-armed bandits. Theor. Comput. Sci. 410(19): 1876-1902 (2009)
2007
[j2]
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Jean-Yves Audibert, Olivier Bousquet:
Combining PAC-Bayesian and Generic Chaining Bounds. J. Mach. Learn. Res. 8: 863-889 (2007)
[j1]
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Matthias Hein, Jean-Yves Audibert, Ulrike von Luxburg:
Graph Laplacians and their Convergence on Random Neighborhood Graphs. J. Mach. Learn. Res. 8: 1325-1368 (2007)

Conference and Workshop Papers

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2012
[c31]
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David Ok, Renaud Marlet, Jean-Yves Audibert:
Efficient and Scalable 4th-Order Match Propagation. ACCV (1) 2012: 460-473
2011
[c30]
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Antoine Salomon, Jean-Yves Audibert:
Deviations of Stochastic Bandit Regret. ALT 2011: 159-173
[c29]
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  - conf/iccv/RodriguezSLA11
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Mikel Rodriguez, Josef Sivic, Ivan Laptev, Jean-Yves Audibert:
Data-driven crowd analysis in videos. ICCV 2011: 1235-1242
[c28]
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Mikel Rodriguez, Ivan Laptev, Josef Sivic, Jean-Yves Audibert:
Density-aware person detection and tracking in crowds. ICCV 2011: 2423-2430
[c27]
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Jean-Yves Audibert, Sébastien Bubeck, Gábor Lugosi:
Minimax Policies for Combinatorial Prediction Games. COLT 2011: 107-132
2010
[c26]
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Jean-Yves Audibert, Sébastien Bubeck, Rémi Munos:
Best Arm Identification in Multi-Armed Bandits. COLT 2010: 41-53
[c25]
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Hichem Sahbi, Jean-Yves Audibert:
Network-dependent kernels for image ranking. ICIP 2010: 2357-2360
[c24]
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Steffen Grünewälder, Jean-Yves Audibert, Manfred Opper, John Shawe-Taylor:
Regret Bounds for Gaussian Process Bandit Problems. AISTATS 2010: 273-280
2009
[c23]
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Anne-Laure Chauve, Jean-Philippe Pons, Jean-Yves Audibert, Renaud Keriven:
Transductive Segmentation of Textured Meshes. ACCV (2) 2009: 502-513
[c22]
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Jean-Yves Audibert, Sébastien Bubeck:
Minimax Policies for Adversarial and Stochastic Bandits. COLT 2009
[c21]
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Hui Kong, Jean-Yves Audibert, Jean Ponce:
Vanishing point detection for road detection. CVPR 2009: 96-103
[c20]
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Jean-Yves Audibert, Peter Auer, Alessandro Lazaric, Rémi Munos, Daniil Ryabko, Csaba Szepesvári:
Workshop summary: On-line learning with limited feedback. ICML 2009: 8
2008
[c19]
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Hichem Sahbi, Jean-Yves Audibert, Jaonary Rabarisoa, Renaud Keriven:
Object recognition and retrieval by context dependent similarity kernels. CBMI 2008: 216-223
[c18]
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  - conf/cvpr/DuchenneAKPS08
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Olivier Duchenne, Jean-Yves Audibert, Renaud Keriven, Jean Ponce, Florent Ségonne:
Segmentation by transduction. CVPR 2008
[c17]
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Hichem Sahbi, Jean-Yves Audibert, Jaonary Rabarisoa, Renaud Keriven:
Context-dependent kernel design for object matching and recognition. CVPR 2008
[c16]
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Hichem Sahbi, Patrick Etyngier, Jean-Yves Audibert, Renaud Keriven:
Manifold learning using robust Graph Laplacian for interactive image search. CVPR 2008
[c15]
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Hichem Sahbi, Patrick Etyngier, Jean-Yves Audibert, Renaud Keriven:
Graph laplacian for interactive image retrieval. ICASSP 2008: 817-820
[c14]
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  - conf/icml/MnihSA08
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Volodymyr Mnih, Csaba Szepesvári, Jean-Yves Audibert:
Empirical Bernstein stopping. ICML 2008: 672-679
[c13]
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Hichem Sahbi, Jean-Yves Audibert, Jaonary Rabarisoa, Renaud Keriven:
Robust matching and recognition using context-dependent kernels. ICML 2008: 856-863
[c12]
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  - conf/mir/TouschHA08
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Anne-Marie Tousch, Stéphane Herbin, Jean-Yves Audibert:
Semantic lattices for multiple annotation of images. Multimedia Information Retrieval 2008: 342-349
[c11]
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  - conf/nips/WangAM08
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Yizao Wang, Jean-Yves Audibert, Rémi Munos:
Algorithms for Infinitely Many-Armed Bandits. NIPS 2008: 1729-1736
2007
[c10]
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  - conf/alt/AudibertMS07
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Jean-Yves Audibert, Rémi Munos, Csaba Szepesvári:
Tuning Bandit Algorithms in Stochastic Environments. ALT 2007: 150-165
[c9]
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  - conf/iccv/SahbiAK07
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Hichem Sahbi, Jean-Yves Audibert, Renaud Keriven:
Graph-Cut Transducers for Relevance Feedback in Content Based Image Retrieval. ICCV 2007: 1-8
[c8]
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  - conf/icml/FarahmandSA07
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Amir Massoud Farahmand, Csaba Szepesvári, Jean-Yves Audibert:
Manifold-adaptive dimension estimation. ICML 2007: 265-272
[c7]
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  - conf/ismm/AlleneACCK07
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Cédric Allène, Jean-Yves Audibert, Michel Couprie, Jean Cousty, Renaud Keriven:
Some links between min-cuts, optimal spanning forests and watersheds. ISMM (1) 2007: 253-264
[c6]
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Jean-Yves Audibert:
Progressive mixture rules are deviation suboptimal. NIPS 2007: 41-48
2006
[c5]
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Jean-Yves Audibert:
A Randomized Online Learning Algorithm for Better Variance Control. COLT 2006: 392-407
[c4]
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  - conf/icpr/EtyngierPKGA06
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Patrick Etyngier, Nikos Paragios, Renaud Keriven, Yakup Genc, Jean-Yves Audibert:
Radon space and Adaboost for Pose Estimation. ICPR (1) 2006: 421-424
2005
[c3]
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  - conf/colt/HeinAL05
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Matthias Hein, Jean-Yves Audibert, Ulrike von Luxburg:
From Graphs to Manifolds - Weak and Strong Pointwise Consistency of Graph Laplacians. COLT 2005: 470-485
[c2]
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Matthias Hein, Jean-Yves Audibert:
Intrinsic dimensionality estimation of submanifolds in R^d. ICML 2005: 289-296
2003
[c1]
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  - conf/nips/AudibertB03
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Jean-Yves Audibert, Olivier Bousquet:
PAC-Bayesian Generic Chaining. NIPS 2003: 1125-1132

Informal and Other Publications

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2012
[i2]
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Jean-Yves Audibert, Sébastien Bubeck, Gábor Lugosi:
Regret in Online Combinatorial Optimization. CoRR abs/1204.4710 (2012)
2006
[i1]
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  - journals/corr/abs-math-0608522
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Matthias Hein, Jean-Yves Audibert, Ulrike von Luxburg:
Graph Laplacians and their convergence on random neighborhood graphs. CoRR abs/math/0608522 (2006)

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