Pattern Recognition

Stanovic, Stevan, Gaüzère, Benoit & Brun, Luc. 2025 . Graph Neural Networks with maximal independent set-based pooling: Mitigating over-smoothing and over-squashing . Pattern Recognition Letters , 187 14-20 .
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Seraphim, Mathieu, Lechervy, Alexis, Yger, Florian, Brun, Luc & Etard, Olivier. 2024 . Automatic Classification of Sleep Stages from EEG Signals Using Riemannian Metrics and Transformer Networks . Springer Nature Computer Science , 5 ( 7 ), 953 .
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Seraphim, Mathieu, Lechervy, Alexis, Yger, Florian, Brun, Luc & Etard, Olivier. 2024 ( August ). Structure preserving transformers for sequences of SPD matrices . Pages: 1451-1455 of: Proceedings of EUSIPCO 2024 EURASIP , Lyon, France .
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Wallnig, Julia, Brun, Luc, Gaüzère, Benoit, Bougleux, Sébastien, Yger, Florian & Blumenthal, David B.. 2024 ( September ). A Differentiable Approximation of the Graph Edit Distance . Andrea Torsello and Luca Rossi editors. (eds), Proceedings of SSPR'2024 Venice, Italy : Springer , IAPR .
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Dequidt, Paul, Seraphim, Mathieu, Lechervy, Alexis, Igor Gaez, Ivan, Brun, Luc & Etard, Olivier. 2023 ( jun ). Automatic sleep stage classification on EEG signals using time-frequency representation . Pages: 250-259 of: Jose M. Juarez, Mar Marcos, Gregor Stiglic and Allan Tucker editors. (eds), Proceedings of AIME 2023, Slovenia .
abstract , bibtex ,Springer, HAL.

Seraphim, Mathieu, Dequidt, Paul, Lechervy, Alexis, Yger, Florian, Brun, Luc & Etard, Olivier. 2023 ( may ). Analyse automatique de l'état de sommeil sur données EEG par utilisation de Transformers et de matrices de covariance . Proceedings of ORASIS 2023, Carqueiranne .
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Seraphim, Mathieu, Dequidt, Paul, Lechervy, Alexis, Yger, Florian, Brun, Luc & Etard, Olivier. 2023 Temporal Sequences of EEG Covariance Matrices for Automated Sleep Stage Scoring with Attention Mechanisms . Pages: 67--76 of: Nicolas Tsapatsoulis, Andreas Lanitis, Marios Pattichis, Constantinos S. Pattichis, Christos Kyrkou, Efthyvoulos Kyriacou, et al. editors. (eds), Computer Analysis of Images and Patterns - 20th International Conference, CAIP 2023, Limassol, Cyprus, September 25-28, 2023, Proceedings, Part II .
abstract , bibtex ,Springer, HAL.

Stanovic, Stevan, Gauzere, Benoit & Brun, Luc. 2023 Maximal Independent Sets for Pooling in Graph Neural Networks . Pages: 113--124 of: Mario Vento, Pasquale Foggia, Donatello Conte and Vincenzo Carletti editors. (eds), Graph-Based Representations in Pattern Recognition - 13th IAPR-TC-15 International Workshop, GbRPR 2023, Vietri sul Mare, Italy, September 6-8, 2023, Proceedings .
abstract , bibtex ,Springer, HAL.

Stanovic, Stevan, Gauzere, Benoit & Brun, Luc. 2022 ( Jul ). Ensemble de sommets independant maximal applique au pooling sur graphes . Congres Reconnaissance des Formes, Image, Apprentissage et Perception ( RFIAP) , VANNES, France .
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Stanovic, Stevan, Gauzere, Benoit & Brun, Luc. 2022 ( Aug ). Maximal Independent Vertex Set applied to Graph Pooling . Structural and Syntactic Pattern Recognition (SSPR) , Montreal, Canada .
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Brun, Luc, Gauzere, Benoit, Renton, Guillaume, Bougleux, Sebastien & Yger, Florian. 2022 ( August ). A differentiable approximation for the Linear Sum Assignment Problem with Edition (LSAPE) . Proceedinds of 26th ICPR 2022 Montréal : IEEE , IAPR .
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Ben Naceur, Mostefa, Brun, Luc & Lezoray, Olivier. 2021 ( December ). Lightweight Deep Symmetric Positive Definite Manifold Network for Real-Time 3D Hand Gesture Recognition . Proceedings of the IEEE International Conference on Automatic Face and Gesture Recognition 2021 IEEE , Jodhpur, India .
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Brun, Luc, Gauzere, Benoit, Bougleux, Sebastien & Yger, Florian. 2021 ( Nov ) . A new Sinkhorn algorithm with Deletion and Insertion operations . GREYC, UMR 6072 .
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Nguyen, Xuan Son, Brun, Luc, Lezoray, Olivier & Bougleux, Sebastien. 2021 Learning Recurrent High-order Statistics for Skeleton-based Hand Gesture Recognition . International Conference on Pattern Recognition (ICPR - IEEE) , Milan (virtual), Italy .
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B. Blumenthal, David, Boria, Nicolas, Bougleux, Sébastien, Brun, Luc, Gamper, Johann & Gaüzère, Benoit. 2021 . Scalable generalized median graph estimation and its manifold use in bioinformatics, clustering, classification, and indexing . Information Systems , 100 101766 .
abstract , bibtex ,ScienceDirect, Code.

B. Blumenthal, David, Bougleux, Sebastien, Gamper, Johann & Brun, Luc. 2021 . Upper Bounding GED via Transformations to LSAPE Based on Rings and Machine Learning . Int. Journal Pattern Recognition and Artificial Intelligence , 35 ( 8 ),
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Blumenthal, David B., Boria, Nicolas, Gamper, Johann, Bougleux, Sebastien & Brun, Luc. 2020 . Comparing heuristics for graph edit distance computation . The VLDB Journal , 29 419-458 .
abstract , bibtex ,Springer, HAL.

Ghezaiel, Wajdi, Brun, Luc, Lezoray, Olivier & Mokhtari, Myriam. 2020 ( Jun ). Scattering transform et reseaux convolutionels pour l'identification du locuteur . RFIAP (Reconnaissance des Formes, Image, Apprentissage et Perception) , Vannes, France .
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Boria, Nicolas, B. Blumenthal, David, Bougleux, Sébastien & Brun, Luc. 2020 . Improved local search for graph edit distance . Pattern Recognition Letters , 129 19-25 .
abstract , bibtex ,ScienceDirect, DraftVersion.

Ghezaiel, Wajdi, Brun, Luc & Lezoray, Olivier. 2020 Hybrid Network For End-To-End Text-Independent Speaker Identification . Pages: 2352--2359 of: 25th International Conference on Pattern Recognition, ICPR 2020, Virtual Event / Milan, Italy, January 10-15, 2021 .
abstract , bibtex ,IEEXplore, Slides, PDF, HAL.

Ghezaiel, Wajdi, Brun, Luc & Lezoray, Olivier. 2020 Wavelet Scattering Transform and CNN for Closed Set Speaker Identification . Pages: 1--6 of: 22nd IEEE International Workshop on Multimedia Signal Processing, MMSP 2020, Tampere, Finland, September 21-24, 2020 .
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Nguyen, Xuan Son, Brun, Luc, Lezoray, Olivier & Bougleux, Sebastien. 2019 ( June ). A Neural Network Based on SPD Manifold Learning for Skeleton-Based Hand Gesture Recognition . The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) .
abstract , bibtex ,openAccess, HAL, PDF(HAL), arXiv.

Nguyen, Xuan Son, Brun, Luc, Lezoray, Olivier & Bougleux, Sébastien. 2019 Skeleton-Based Hand Gesture Recognition by Learning SPD Matrices with Neural Networks . Proceedings of the 14th IEEE International Conference on Automatic Face and Gesture Recognition (FG 2019) IEEE .
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Blumenthal, David, Bougleux, Sébastien, Gamper, Johann & Brun, Luc. 2019 ( June ). GEDLIB: A C++ Library for Graph Edit Distance Computation . Pages: 14-24 of: Donatello Conte, Jean-Yves Ramel and Pasquale Foggia editors. (eds), 12th IAPR TC15 Workshop on Graph-Based Representation in Pattern Recognition (GbR) Tours : Springer , IAPR TC15 .
abstract , bibtex ,HAL, Python Binding(GIT).

Boria, Nicolas, Bougleux, Sébastien, Gaüzère, Benoit & Brun, Luc. 2019 ( June ). Generalized Median Graph via Iterative Alternate Minimizations . Donatello Conte and Jean-Yves Ramel editors. (eds), Proceedings of the International 12th workshop on Graph-Based Representation in Pattern Recognition Tours : Springer , IAPR .
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Brun, Luc, Mahboubi, Amal & Conte, Donatelo. 2018 ( Aug ). A structural approach to Person Re-identification problem . Pages: 1616-1621 of: 24th International Conference on Pattern Recognition (ICPR) , Pekin, China .
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Blumenthal, David, Bougleux, Sébastien, Gamper, Johann & Brun, Luc. 2018 ( August ). Quasimetric Graph Edit Distance As a Compact Quadratic Assignment Problem . Pages: 934-939 of: Proceedings of ICPR 2018 Beijing, China : IEEE , IAPR .
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Blumenthal, David, Bougleux, Sébastien, Gamper, Johann & Brun, Luc. 2018 ( August ). Ring Based Approximation of Graph Edit Distance . Pages: 293-303 of: Xiao Bai, Edwin R. Hancock, Tin Kam Ho, Richard C. Wilson, Battista Biggio and Antonio Robles-Kelly editors. (eds), Proceedins of Structural, Syntactic, and Statistical Pattern Recognition (SSPR)'2018 Beijing : Springer International Publishing , IAPR .
abstract , bibtex ,PDF(local), HAL(PDF), HAL.

Boria, Nicolas, Bougleux, Sébastien & Brun, Luc. 2018 ( August ). Approximating GED using a Stochastic Generator and Multistart IPFP . Pages: 460--469 of: Xiao Bai, Edwin R. Hancock, Tin Kam Ho, Richard C. Wilson, Battista Biggio and Antonio Robles-Kelly editors. (eds), Proceedings of SSPR'2018 , IAPR .
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Bougleux, Sébastien, Gaüzère, Benoit, B. Blumenthal, David & Brun, Luc. 2018 . Fast linear sum assignment with error-correction and no cost constraints . Pattern Recognition Letters , 134 37-45 .
abstract , bibtex ,ScienceDirect, HAL.

Brun, Luc, Foggia, Pasquale & Vento, Mario. 2018 . Trends in graph-based representations for Pattern Recognition . Pattern Recognition Letters ,
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Daller, Evariste, Bougleux, Sébastien, Brun, Luc & Lezoray, Olivier. 2018 ( Juin ). Motifs locaux et super-graphe pour la classification de graphes symboliques avec des reseaux convolutionnels . Actes de la conerence RFIAP 2018 AFRIF , Marne la valee .
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Daller, Evariste, Bougleux, Sébastien, Brun, Luc & Lezoray, Olivier. 2018 ( August ). Local Patterns and Supergraph for Chemical Graph Classification with Convolutional Networks . Pages: 97--106 of: Xiao Bai, Edwin R. Hancock, Tin Kam Ho, Richard C. Wilson, Battista Biggio and Antonio Robles-Kelly editors. (eds), Proceedins of Structural, Syntactic, and Statistical Pattern Recognition(SSPR)'2018 Beijing : Springer International Publishing , IAPR .
abstract , bibtex ,HAL, HAL(PDF).

Daller, Evariste, Bougleux, Sébastien, Gaüzère, Benoit & Brun, Luc. 2018 ( January ). Approximate Graph Edit Distance by Several Local Searches in Parallel . Ana Fred editor. (eds), 7th Internation Conference on Pattern Recognition Applications and Methods .
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Bougleux, Sebastien, Gauzere, Benoit & Brun, Luc. 2017 ( May ). A Hungarian Algorithm for Error-Correcting Graph Matching . Pages: 118-127 of: Pasquale Foggia, Cheng-Lin Liu and Mario Vento editors. (eds), 11th IAPR-TC-15 International Workshop on Graph-Based Representation in Pattern Recognition (GbRPR 2017) AnaCapri, Italy : Springer , Pasquale Foggia .
bibtex ,PDF(HAL), www page.

Abu-Aisheh, Zeina, Gaüzère, Benoit, Bougleux, Sébastien, Ramel, Jean-Yves, Brun, Luc, Raveaux, Romain, et al. 2017 . Graph edit distance contest: Results and future challenges . Pattern Recognition Letters , 100 ( Supplement C ), 96 - 103 .
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Bougleux, Sébastien, Brun, Luc, Carletti, Vincenzo, Foggia, Pasquale, Gaüzère, Benoit & Vento, Mario. 2017 . Graph edit distance as a quadratic assignment problem . Pattern Recognition Letters , 87 38-46 .
abstract , bibtex ,ScienceDirect, HAL.

Grenier, Pierre-Anthony, Brun, Luc & Villemin, Didier. 2017 . Chemoinformatics and stereoisomerism: A stereo graph kernel together with three new extensions . Pattern Recognition Letters , 87 222 - 230 .
abstract , bibtex ,ScienceDirect.

Bougleux, Sebastien & Brun, Luc. 2016 ( March ) . Linear Sum Assignment with Edition . Normandie Universite ; GREYC CNRS UMR 6072 .
bibtex ,HAL, PDF, arXiv.

Bougleux, Sebastien, Gauzere, Benoit & Brun, Luc. 2016 ( December ). Graph Edit Distance as a Quadratic Program . Pages: 1701–1706 of: ICPR 2016 23rd International Conference on Pattern Recognition Cancun, Mexico : IEEE .
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Grenier, Pierre Anthony, Brun, Luc & Villemin, Didier. 2016 ( December ). Taking into Account Stereoisomerism in the Prediction of Molecular Properties . Pages: 1543-1548 of: Proceedings of ICPR 2016 Cancun : IEEE , IAPR .
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Rhabi, Youssef El, Simon, Loic, Brun, Luc, Llados Canet, Josep & Lumbreras, Felipe. 2016 ( November ). Information Theoretic Rotationwise Robust Binary Descriptor Learning . Pages: 368--378 of: Structural, Syntactic, and Statistical Pattern Recognition - Joint IAPR International Workshop, S+SSPR 2016, Merida, Mexico, November 29 - December 2, 2016, Proceedings .
bibtex ,Springer, HAL.

Brun, L., Percannella, G., Saggese, A. & Vento, M.. 2016 . Action recognition by using kernels on aclets sequences . Computer Vision and Image Understanding , 144 3-13 .
abstract , bibtex ,CVIU, HAL.

Gauzere, Benoit, Bougleux, Sebastien & Brun, Luc. 2016 ( November ). Approximating Graph Edit Distance Using GNCCP . Pages: 496--506 of: Structural, Syntactic, and Statistical Pattern Recognition - Joint IAPR International Workshop, S+SSPR 2016, Merida, Mexico, November 29 - December 2, 2016, Proceedings .
bibtex ,Springer, HAL.

Bougleux, Sebastien, Brun, Luc, Carletti, Vincenzo, Foggia, Pasquale, Gauzere, Benoit & Vento, Mario. 2015 ( Dec ) . A Quadratic Assignment Formulation of the Graph Edit Distance . Normandie Universite ; GREYC CNRS UMR 6072 ; LITIS .
bibtex ,PDF, HAL, arXiv.

Gauzere, Benoit, Grenier, Pierre-Anthony, Brun, Luc & Villemin, Didier. 2015 . Treelet kernel incorporating cyclic, stereo and inter pattern information in Chemoinformatics . Pattern Recognition , 48 ( 2 ), 356-367 .
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Brun, L., Foggia, P., Saggese, A. & Vento, M.. 2015 Recognition of human actions using edit distance on aclet strings . V.I.S.A.P.P 2015 .
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Carletti, Vincenzo, Gaüzère, Benoit, Brun, Luc & Vento, Mario. 2015 ( May ). Approximate Graph Edit Distance Computation Combining Bipartite Matching and Exact Neighborhood Substructure Distance . Pages: 188-197 of: Cheng-Lin Liu, Bin Luo, Walter G. Kropatsch and Jian Cheng editors. (eds), Proceedings of the 10 th IAPR-TC15 Workshop on Graph-based Representations (GbR) in Pattern Recognition Bejing, China : Springer International Publishing , IAPR TC15 .
abstract , bibtex ,draft version (PDF), HAL.

Grenier, Pierre-Anthony, Brun, Luc & Villemin, Didier. 2015 ( May ). From bags to graphs of stereo subgraphs in order to predict molecule's properties . Pages: 305-314 of: Cheng-Lin Liu, Bin Luo, Walter G. Kropatsch and Jian Cheng editors. (eds), Proceedings of the 10 th IAPR-TC15 Workshop on Graph-based Representations (GbR) in Pattern Recognition Bejing, China : Springer International Publishing , IAPR TC15 .
abstract , bibtex ,HAL, ResearchGate.

Hafiane, Rachid, Brun, Luc & Tabbone, Salvatore. 2015 ( May ). Incremental embedding within a dissimilarity-based framework . Pages: 64-73 of: Cheng-Lin Liu, Bin Luo, Walter G. Kropatsch and Jian Cheng editors. (eds), Proceedings of the 10 th IAPR-TC15 Workshop on Graph-based Representations (GbR) in Pattern Recognition Bejing, China : Springer International Publishing , IAPR TC15 .
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Gauzere, Benoit, Brun, Luc & Villemin, Didier. 2014 ( Sep ). Graph kernel encoding substituents relative positioning . Pages: 6 p. of: Proceedings of International Conference on Pattern Recognition (ICPR), 2014 , Stockholm(SE) .
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Gauzere, Benoit, Brun, Luc & Villemin, Didier. 2014 ( Jun ). Representation des cycles d'une molecule sous forme d'hypergraphe . Actes de la conference RFIA 2014 , Rouen, France .
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Grenier, Pierre-Anthony, Brun, Luc & Villemin, Didier. 2014 ( Jun ). Un noyau sur graphe prenant en compte la stereoisomerie des molecules . Actes de la conference RFIA 2014 , France .
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Grenier, Pierre-Anthony, Brun, Luc & Villemin, Didier. 2014 ( Aug ). A Graph Kernel incorporating molecule's stereisomerism information . Pages: - of: Proceedings of ICPR 2014 , Stockholm, Suede .
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Brun, Luc, Saggese, Alessia & Vento, Mario. 2014 . Dynamic Scene Understanding for behavior analysis based on string kernels . Circuits and Systems for Video Technology, IEEE Transactions on , 24 ( 10 ), 1669 - 1681 .
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Brun, L., Percannella, G., Saggese, A. & Vento, M.. 2014 HacK: A System for the Recognition of Human Actions by Kernels of Visual Strings . IEEE editor. (eds), IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS 2014) , Seoul, Korea .
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Brun, L., Cappellania, B., Saggese, A. & Vento, M.. 2014 Detection of Anomalous Driving Behaviors by Unsupervised Learning of Graphs . IEEE editor. (eds), IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS 2014) , Seoul, Korea .
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Brun, L., Saggese, A. & Vento, M.. 2014 A Reliable String Kernel based Approach for Solving Queries by Sketch . IEEE editor. (eds), IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS 2014) , Seoul, Korea .
abstract , bibtex ,ResearchGate.

Gauzere, Benoit, Bougleux, Sebastien, Riesen, Kaspar & Brun, Luc. 2014 ( August 20-22 ). Approximate Graph Edit Distance Guided by Bipartite Matching of Bags of Walks . Pages: 73--82 of: Structural, Syntactic, and Statistical Pattern Recognition - JointIAPR International Workshop, S+SSPR 2014. Proceedings , Joensuu, Finland .
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Gaüzère, Benoit, Brun, Luc & Villemin, Didier. 2014 . Quantitative Graph Theory: Mathematical Foundations and Applications . Discrete Mathematics and Its Applications CRC Press . Chap. Graph kernels in chemoinformatics .
bibtex ,Draft version(pdf).

Grenier, Pierre-Anthony, Brun, Luc & Villemin, Didier. 2014 ( August 20-22 ). Incorporating Molecule's Stereisomerism within the Machine Learning Framework . Pages: 12--21 of: Structural, Syntactic, and Statistical Pattern Recognition - JointIAPR International Workshop, S+SSPR 2014. Proceedings , Joensuu, Finland .
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Mahboubi, Amal, Brun, Luc, Conte, Donatello, Foggia, Pasquale & Vento, Mario. 2014 ( August 20-22 ). Tracking System with Re-identification Using a RGB String Kernel . Pages: 333--342 of: Structural, Syntactic, and Statistical Pattern Recognition - Joint IAPR International Workshop, S+SSPR 2014. Proceedings , Joensuu, Finland .
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Saggese, A., Brun, L. & Vento, M.. 2014 . Detecting and indexing moving objects for Behavior Analysis by Video and Audio Interpretation . Electronic Letters on Computer Vision and Image Analysis , 13 ( 2 ),
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Gauzere, Benoit, Brun, Luc & Villemin, Didier. 2013 ( May ). Relevant Cycle Hypergraph Representation for Molecules . Pages: 111 of: Graph-Based Representations in Pattern Recognition , Autriche .
abstract , bibtex ,Abstract, pdf.

Gaüzère, Benoit, Brun, Luc & Villemin, Didier. 2013 ( Oct ). A new hypergraph molecular representation . Pages: 1 of: Actes des 6 iemes Journees de la Chemoinformatique. , Nancy, France .
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Grenier, Pierre-Anthony, Brun, Luc & Villemin, Didier. 2013 ( Oct ). Chiral Kernel : Taking into account stereoisomerism . 6emes journees de la Societe Francaise de Chemoinformatique (SFCi) , Nancy, France .
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Grenier, Pierre-Anthony, Brun, Luc & Villemin, Didier. 2013 ( May ). Treelet Kernel Incorporating Chiral Information . 9th IAPR-TC15 International Workshop on Graph-based Representations in Pattern Recognition , Vienne, Autriche .
abstract , bibtex ,Abstact, PDF.

Brun, Luc, Saggese, Alessia & Vento, Mario. 2013 Learning and classification of car trajectories in road video by string kernels . Pages: 709-714 of: Proceedings of the International Conference on Computer Vision Theory and Applications (V.I.S.A.P.P) , Barcelona, Spain .
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Conte, Donatello, Ramel, Jean-Yves, Sidere, Nicolas, Luqman, Muhammad Muzzamil, Gauzere, Benoit, Gibert, Jaume, et al. 2013 A Comparison of Explicit and Implicit Graph Embedding Methods for Pattern Recognition . Pages: 81-90 of: Graph-Based Representations in Pattern Recognition - 9th IAPR-TC-15 International Workshop .
bibtex ,Abstract and Pdf.

Gaüzère, Benoit, Brun, Luc & Villemin, Didier. 2013 . Noyau de Treelets applique aux graphes etiquetes et aux graphes de cycles . Revue d'Intelligence Artificielle , 27 ( 1 ), 121-144 .
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Gibert, Jaume, Valveny, Ernest, Bunke, Horst & Brun, Luc. 2013 ( August ). Graph Clustering Through Attribute Statistics Based Embedding . Pages: 302-309 of: R. Wilson, E. Hancock, A. Bors and W. Smith editors. (eds), Computer Analysis Images and Patterns 2013 , York .
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MAHBOUBI, Amal, BRUN, Luc, CONTE, Donatello, FOGGIA, Pasquale & VENTO, Mario. 2013 ( September ). Re-identification de Personnes par Modele de Noyaux de Graphe . GRETSI 2013 , Brest .
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Mahboubi, Amal, Brun, Luc, Conte, Donatello, Foggia, Pasquale & Vento, Mario. 2013 ( August ). Tracking System with Re-identification Using a Graph Kernels Approach . Pages: 401-408 of: R. Wilson, E. Hancock, A. Bors and W. Smith editors. (eds), Computer Analysis Images and Patterns 2013 , York .
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Bougleux, Sébastien, Dupe, Francois-Xavier, Brun, Luc, Benoit, Gaüzère & Mokhtari, Myriam. 2012 ( November ). Shape Similarity based on Combinatorial Maps and a Tree Pattern Kernel . Pages: 1602-1605 of: Proceedings of ICPR 2012 Tsukuba, Japan : IEEE , IAPR .
bibtex ,Abstract and Pdf.

Bougleux, Sébastien, Dupe, Francois-Xavier, Brun, Luc & Mokhtari, Myriam. 2012 ( November ). Shape Similarity based on a Treelet Kernel with Edition . Pages: 199-207 of: A. Imiya et al. editor. (eds), Proceedings of S+SSPR2012 Miyajima-Itsukushima, Hiroshima, Japan : Springer , IAPR TC 2 .
bibtex ,Abstract and Pdf.

Brun, Luc, Saggese, Alessia & Vento, Mario. 2012 A clustering algorithm of trajectories for behaviour understanding based on string kernels . Pages: 267--274 of: Proceedings of the Conference on Signal Image Technology & Internet Based Systems (SITIS) Sorrento, Italy : IEEE .
bibtex ,Abstract and Pdf.

Gaüzère, Benoit, Brun, Luc & Villemin, Didier. 2012 . Two new graphs kernels in chemoinformatics . Pattern Recognition Letters , 33 ( 15 ), 2038-2047 .
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Gaüzère, Benoit, Brun, Luc & Villemin, Didier. 2012 ( Jan. ). Noyau de Treelets Applique aux Graphes Etiquetes . Actes de RFIA 2012 AFRIF , Lyon, France .
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Gaüzère, Benoit, Brun, Luc & Villemin, Didier. 2012 ( November ). Graph Kernels Based on Relevant Patterns and Cycle Information for Chemoinformatics . Pages: 1775-1778 of: Proceedings of ICPR 2012 Tsukuba, Japan : IEEE , IAPR .
bibtex ,Abstract and Pdf.

Gaüzère, Benoit, Makoto, Hasegawa, Brun, Luc & Tabbone, Salvatore. 2012 ( November ). Implicit and Explicit Graph Embedding: Comparison of both Approaches on Chemoinformatics Applications. Pages: 510-518 of: A. Imiya et al. editor. (eds), Proceedings of S+SSPR2012 Miyajima-Itsukushima, Hiroshima, Japan : Springer , IAPR TC 2 .
bibtex ,Abstract and Pdf.

Gaüzère, Benoit, Brun, Luc & Villemin, Didier. 2012 ( November ). Graph Kernels: Crossing Information from Different Patterns using Graph Edit Distance . Pages: 42-50 of: A. Imiya et al. editor. (eds), Proceedings of S+SSPR2012 Miyajima-Itsukushima, Hiroshima, Japan : Springer , IAPR TC 2 .
bibtex ,Abstract and Pdf.

Brun, Luc, Conte, Donatello, Foggia, Pasquale & Vento, Mario. 2011 ( June ). A graph kernel method for Re-identification . Pages: 173-182 of: In 8th International Conference on Image Analysis and Recognition (ICIAR'2011) .
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Brun, Luc, Conte, Donatello, Foggia, Pasquale & Vento, Mario. 2011 ( May ). People Re-identification by Graph Kernel Methods . Pages: 285-294 of: Xiaoyi Jiang, Miquel Ferrer and Andrea Torsello editors. (eds), In 8th IAPR - TC-15 Workshop on Graph-based Representations in Pattern Recognition (GBR'11) .
bibtex ,Abstract and Pdf.

Gaüzère, Benoit, Brun, Luc & Villemin, Didier. 2011 ( May ). Deux nouveaux noyaux sur Graphes et leurs applications en chimioinformatique . Pages: 28-39 of: Apprentissage et Graphes pour les Systemes complexes (AGS) 2011 AFIA .
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Gaüzère, Benoit, Brun, Luc & Villemin, Didier. 2011 ( May ). Two new Graph Kernels and Applications to Chemoinformatics . Pages: 112-122 of: Xiaoyi Jiang, Miquel Ferrer and Andrea Torsello editors. (eds), In 8th IAPR - TC-15 Workshop on Graph-based Representations in Pattern Recognition (GBR'11) .
bibtex ,Abstract and Pdf.

Brun, Luc, Conte, Donatello, Foggia, Pasquale, Vento, Mario & Villemin, Didier. 2010 ( September ). Symbolic Learning vs. Graph Kernels: An Experimental Comparison in a Chemical Application Proceedings of the First International Workshop on Querying Graph Structured Data Novi Sad, Serbia : Springer .
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Dupe, Francois-Xavier, Bougleux, Seebastien, Brun, Luc, Lezoray, Olivier & Elmoataz, Abder. 2010 ( August ). Kernel Based Implicit Graph Regularization of Structured Objects . Proc. of ICPR'2010 IAPR .
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Dupe, Francois-Xavier & Brun, Luc. 2010 ( January ). Classification de formes avec un noyau sur graphes flexible et robuste au bruit . Proceedings of RFIA'2010 AFRIF , Caen .
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Dupe, F. -X. & Brun, L.. 2009 Edition within a graph kernel framework for shape recognition . Pages: 11-21 of: Graph Based Representation in Pattern Recognition 2009 .
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Dupe, F. -X. & Brun, L.. 2009 Tree covering within a graph kernel framework for shape classification. Pages: 278-287 of: Pasquale Foggia, Carlo Sansone and Mario Vento editors. (eds), ICIAP 2009 .
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Dupe, F. -X. & Brun, L.. 2009 ( September ). Shape classification using a flexible graph kernel . Xiaoyi Jiang editor. (eds), Proceedings of CAIP 2009 .
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Dupe, F.-X. & Brun, L.. 2008 Hierarchical Bag of Paths for Kernel Based Shape Classification . Pages: 227-236 of: Proceedings of S+SSPR 2008 , Orlando .
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Rosenberger, Christophe & Brun, Luc. 2008 Similarity-Based Matching for Face Authentication . Pages: 0-0 of: Proceedings of the International Conference on Pattern Recognition (ICPR'2008) , Tampa, Florida, USA .
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