Benoit Gaüzère

66
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Publications

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Pre-image Free Graph Machine Learning with Normalizing Flows

Clément Glédel , Benoit Gaüzère , Paul Honeine

Pattern Recognition Letters, 2025, 190, pp.45-51. ⟨10.1016/j.patrec.2025.02.005⟩

Article dans une revue hal-04936630v1
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Graph Neural Networks with maximal independent set-based pooling: Mitigating over-smoothing and over-squashing

Stevan Stanovic , Benoit Gaüzère , Luc Brun

Pattern Recognition Letters, 2025, 187, pp.14-20. ⟨10.1016/j.patrec.2024.11.004⟩

Article dans une revue hal-04848262v1
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Predicting redox potentials by graph‐based machine learning methods

Linlin Jia , Éric Brémond , Larissa Zaida , Benoit Gaüzère , Vincent Tognetti et al.

Journal of Computational Chemistry, 2024, 45 (28), pp.2383 - 2396. ⟨10.1002/jcc.27380⟩

Article dans une revue hal-05281754v1
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Detecting dynamic patterns in dynamic graphs using subgraph isomorphism

Kamaldeep Singh Oberoi , Géraldine Del Mondo , Benoit Gaüzère , Yohan Dupuis , Pascal Vasseur

Pattern Analysis and Applications, 2023, 26 (3), pp.1205-1221. ⟨10.1007/s10044-023-01145-z⟩

Article dans une revue hal-04011116v1
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Graph kernels based on linear patterns: Theoretical and experimental comparisons

Linlin Jia , Benoit Gaüzère , Paul Honeine

Expert Systems with Applications, 2022, 189, pp.116095. ⟨10.1016/j.eswa.2021.116095⟩

Article dans une revue hal-03410508v1
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A Study On The Stability of Graph Edit Distance Heuristics

Linlin Jia , Vincent Tognetti , Laurent Joubert , Benoit Gaüzère , Paul Honeine

Electronics, 2022, 11 (20), pp.3312. ⟨10.3390/electronics11203312⟩

Article dans une revue hal-03816056v1
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Symbols Detection and Classification using Graph Neural Networks

Guillaume Renton , Muhammet Balcilar , Pierre Héroux , Benoit Gaüzère , Paul Honeine et al.

Pattern Recognition Letters, 2021, ⟨10.1016/j.patrec.2021.09.020⟩

Article dans une revue hal-03410511v1
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graphkit-learn : a Python Library for Graph Kernels Based on Linear Patterns

Linlin Jia , Benoit Gaüzère , Paul Honeine

Pattern Recognition Letters, 2021, 143, pp.113-121. ⟨10.1016/j.patrec.2021.01.003⟩

Article dans une revue hal-03111016v1
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Scalable generalized median graph estimation and its manifold use in bioinformatics, clustering, classification, and indexing

David Blumenthal , Nicolas Boria , Sébastien Bougleux , Luc Brun , Johann Gamper et al.

Information Systems, 2021, 100, pp.101766. ⟨10.1016/j.is.2021.101766⟩

Article dans une revue hal-03195247v1

Predicting experimental electrophilicities from quantum and topological descriptors: A machine learning approach

Guillaume Hoffmann , Muhammet Balcilar , Vincent Tognetti , Pierre Héroux , Benoît Gaüzère et al.

Journal of Computational Chemistry, 2020, 41 (24), pp.2124-2136. ⟨10.1002/jcc.26376⟩

Article dans une revue hal-05281765v1
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Fast linear sum assignment with error-correction and no cost constraints

Sébastien Bougleux , Benoit Gaüzère , David Blumenthal , Luc Brun

Pattern Recognition Letters, 2018, ⟨10.1016/j.patrec.2018.03.032⟩

Article dans une revue hal-02110718v1

Graph edit distance as a quadratic assignment problem

Sébastien Bougleux , Luc Brun , Vincenzo Carletti , Pasquale Foggia , Benoit Gaüzère et al.

Pattern Recognition Letters, 2017, 87, pp.38 - 46. ⟨10.1016/j.patrec.2016.10.001⟩

Article dans une revue hal-01613964v1

Graph edit distance contest: Results and future challenges

Zeina Abu-Aisheh , Benoit Gaüzère , Sébastien Bougleux , Jean-Yves Ramel , Luc Brun et al.

Pattern Recognition Letters, 2017, 100, pp.96-103. ⟨10.1016/j.patrec.2017.10.007⟩

Article dans une revue hal-01624592v1
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Treelet kernel incorporating cyclic, stereo and inter pattern information in Chemoinformatics

Benoit Gaüzère , Pierre-Anthony Grenier , Luc Brun , Didier Villemin

Pattern Recognition, 2014, 30 p. ⟨10.1016/j.patcog.2014.07.029⟩

Article dans une revue hal-01066295v1
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Noyau de Treelets appliqué aux graphes étiquetés et aux graphes de cycles

Benoit Gaüzère , Luc Brun , Didier Villemin

Revue des Sciences et Technologies de l'Information - Série RIA : Revue d'Intelligence Artificielle, 2013, 27 (1), pp.121-144. ⟨10.3166/ria.27.121-144⟩

Article dans une revue hal-00847279v1
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Two New Graphs Kernels in Chemoinformatics

Benoit Gaüzère , Luc Brun , Didier Villemin

Pattern Recognition Letters, 2012, 33 (15), pp.2038-2047

Article dans une revue hal-00773283v1

Towards Spatio Temporal Graph Representations for Historical Spatial Data

Anne-Pauline Couteaud , Géraldine Del Mondo , Benoit Gaüzère , Florent Hautefeuille , Clément Chatelain

16th international conference on spatial information theory, 2024, Quebec (Canada), France. ⟨10.5281/zenodo.14713998⟩

Communication dans un congrès hal-05273633v1
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Insights on Using Graph Neural Networks for Sulcal Graphs Predictive Models

Alexis Imbert , Benoit Gaüzère , Sylvain Takerkart , Guillaume Auzias , Paul Honeine

14th IAPR-TC-15 International Workshop on Graph-Based Representations in Pattern Recognition (GbRPR 2025), Jun 2025, Caen, France. pp.79-89, ⟨10.1007/978-3-031-94139-9_8⟩

Communication dans un congrès hal-05271182v1
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A Differentiable Approximation of the Graph Edit Distance

Julia Wallnig , Luc Brun , Benoit Gaüzère , Sébastien Bougleux , Florian Yger et al.

Statistical Techniques in Pattern Recognition and Structural and Syntactic Pattern Recognition S+SSPR, Andrea Torsello; Luca Rossi; Filippo Bergamasco; Luca Cosmo, Sep 2024, Venise (IT), Italy

Communication dans un congrès hal-04740015v1
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Bridging Distinct Spaces in Graph-based Machine Learning

Linlin Jia , Xiao Ning , Benoit Gaüzère , Paul Honeine , Kaspar Riesen

7th Asian Conference on Pattern Recognition (ACPR2023), Nov 2023, Kitakyushu, Japan. ⟨10.1007/978-3-031-47637-2_1⟩

Communication dans un congrès hal-04194644v2
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Maximal Independent Sets for Pooling in Graph Neural Networks

Stevan Stanovic , Benoit Gaüzère , Luc Brun

13th IAPR-TC15 International Workshop on Graph-Based Representations in Pattern Recognition (GbR 2023), Sep 2023, Vietri Sul Mare, Italy. ⟨10.1007/978-3-031-42795-4_11⟩

Communication dans un congrès hal-04160860v1
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Graph Normalizing Flows to Pre-image Free Machine Learning for Regression

Clément Glédel , Benoît Gaüzère , Paul Honeine

13th IAPR-TC15 International Workshop on Graph-Based Representations in Pattern Recognition, Sep 2023, Salerno, Italy. ⟨10.1007/978-3-031-42795-4_9⟩

Communication dans un congrès hal-04189301v1
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Normalizing Flows pour éviter le problème de pré-image

Clément Glédel , Benoît Gaüzère , Paul Honeine

GRETSI'23 : XXIXème Colloque Francophone de Traitement du Signal et des Images, Aug 2023, Grenoble, France

Communication dans un congrès hal-04189355v1
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Ensemble de sommets indépendant maximal appliqué au pooling sur graphes

Stevan Stanovic , Benoit Gaüzère , Luc Brun

Congrès Reconnaissance des Formes, Image, Apprentissage et Perception ( RFIAP), Jul 2022, VANNES, France

Communication dans un congrès hal-03696263v1
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Normalizing Flow appliqué aux problèmes de pré-image de noyau

Clément Glédel , Benoit Gaüzère , Paul Honeine

24-ème Conférence d’Apprentissage automatique (CAp), Jul 2022, Vannes, France. pp.1-10

Communication dans un congrès hal-03749104v1
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A differentiable approximation for the Linear Sum Assignment Problem with Edition

Luc Brun , Benoît Gaüzère , Guillaume Renton , Sébastien Bougleux , Florian Yger

26th International Conference on Pattern Recognition, Aug 2022, Montréal, Canada

Communication dans un congrès hal-03768664v1
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Maximal Independent Vertex Set applied to Graph Pooling

Stevan Stanovic , Benoit Gaüzère , Luc Brun

Structural and Syntactic Pattern Recognition (SSPR), Aug 2022, Montréal, Canada

Communication dans un congrès hal-03739114v1
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A Graph Pre-image Method Based on Graph Edit Distances

Linlin Jia , Benoit Gaüzère , Paul Honeine

Proceedings of IAPR Joint International Workshops on Statistical techniques in Pattern Recognition (SPR 2020) and Structural and Syntactic Pattern Recognition (SSPR 2020)., Jan 2021, Venise, Italy. ⟨10.1007/978-3-030-73973-7_21⟩

Communication dans un congrès hal-03128660v2
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Analyzing the Expressive Power of Graph Neural Networks in a Spectral Perspective

Muhammet Balcilar , Renton Guillaume , Pierre Héroux , Benoit Gaüzère , Sébastien Adam et al.

Proceedings of the International Conference on Learning Representations (ICLR), May 2021, Vienna, Austria

Communication dans un congrès hal-03135633v1
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A Metric Learning Approach to Graph Edit Costs for Regression

Linlin Jia , Benoit Gaüzère , Florian Yger , Paul Honeine

Proceedings of IAPR Joint International Workshops on Statistical techniques in Pattern Recognition (SPR 2020) and Structural and Syntactic Pattern Recognition (SSPR 2020), Jan 2021, Venise, Italy. ⟨10.1007/978-3-030-73973-7_23⟩

Communication dans un congrès hal-03128664v1
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Breaking the Limits of Message Passing Graph Neural Networks

Muhammet Balcilar , Pierre Héroux , Benoit Gaüzère , Pascal Vasseur , Sébastien Adam et al.

Proceedings of the 38th International Conference on Machine Learning (ICML), Jul 2021, Vienna, Austria. pp.599-608

Communication dans un congrès hal-03410699v1
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When Spectral Domain Meets Spatial Domain in Graph Neural Networks

Muhammet Balcilar , Guillaume Renton , Héroux Pierre , Benoît Gaüzère , Sébastien Adam et al.

Thirty-seventh International Conference on Machine Learning (ICML 2020) - Workshop on Graph Representation Learning and Beyond (GRL+ 2020), Jul 2020, Vienna, Austria

Communication dans un congrès hal-03088374v1
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Spectral-designed depthwise separable graph neural networks

Muhammet Balcilar , Guillaume Renton , Pierre Héroux , Benoit Gaüzère , Sébastien Adam et al.

Proceedings of Thirty-seventh International Conference on Machine Learning (ICML 2020) - Workshop on Graph Representation Learning and Beyond (GRL+ 2020), Jul 2020, Vienna, Austria

Communication dans un congrès hal-03088372v1
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Generalized Median Graph via Iterative Alternate Minimizations

Nicolas Boria , Sébastien Bougleux , Benoit Gaüzère , Luc Brun

IAPR International workshop on Graph-Based Representation in Pattern Recognition, Donatello Conte, Jean-Yves Ramel,, Jun 2019, Tours, France. pp.99-109, ⟨10.1007/978-3-030-20081-7_10⟩

Communication dans un congrès hal-02162838v1
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Graph Neural Network for Symbol Detection on Document Images

Guillaume Renton , Pierre Héroux , Sébastien Adam , Benoit Gaüzère

13th IAPR International Workshop on Graphics Recognition, Sep 2019, Sydney, Australia

Communication dans un congrès hal-02490877v1
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Apprentissage profond pour l'approximation d'une distance d'édition entre graphes

Guillaume Renton , Benoît Gaüzère , Pierre Héroux , Sébastien Adam

Conférence sur l'Apprentissage Automatique, Jun 2018, Rouen, France

Communication dans un congrès hal-02057866v1
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Approximate Graph Edit Distance by Several Local Searches in Parallel

Évariste Daller , Sébastien Bougleux , Benoit Gaüzère , Luc Brun

7th International Conference on Pattern Recognition Applications and Methods, Jan 2018, Funchal, Madeira, Portugal

Communication dans un congrès hal-01664529v1
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A Hungarian Algorithm for Error-Correcting Graph Matching

Sébastien Bougleux , Benoit Gaüzère , Luc Brun

11th IAPR-TC-15 International Workshop on Graph-Based Representation in Pattern Recognition (GbRPR 2017), Pasquale Foggia, May 2017, AnaCapri, Italy. pp.118-127, ⟨10.1007/978-3-319-58961-9_11⟩

Communication dans un congrès hal-01540920v1
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Approximating Graph Edit Distance using GNCCP

Benoît Gaüzère , Sébastien Bougleux , Luc Brun

Structural, Syntactic, and Statistical Pattern Recognition, Nov 2016, Mérida, Mexico. pp.496--506

Communication dans un congrès hal-01418936v1
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Graph Edit Distance as a Quadratic Program

Sébastien Bougleux , Benoit Gaüzère , Luc Brun

ICPR 2016 23rd International Conference on Pattern Recognition, Dec 2016, Cancun, Mexico

Communication dans un congrès hal-01418937v1

Appariement d’ensembles avec édition : Application à la distance d’édition bipartie entre graphes

Sébastien Bougleux , Benoit Gaüzère , Luc Brun

20ème Congrès National sur la Reconnaissance des Formes et l'Intelligence Artificielle, Jun 2016, Clermont Ferrand, France

Communication dans un congrès hal-01613979v1

Human Tracking Using a Top-Down and Knowledge Based Approach

Benoit Gaüzère , Pierluigi Ritrovato , Alessia Saggese , Mario Vento

International Conference on Image Analysis and Processing, 2015, Genova, France. pp.257-267

Communication dans un congrès hal-02128516v1

Semantic Web Technologies for Object Tracking and Video Analytics

Benoit Gaüzère , Claudia Greco , Pierluigi Ritrovato , Alessia Saggese , Mario Vento

Advances in Visual Computing, 2015, Las Vegas, United States. pp.574-585

Communication dans un congrès hal-02128521v1
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Approximate Graph Edit Distance Computation Combining Bipartite Matching and Exact Neighborhood Substructure Distance

Vincenzo Carletti , Benoit Gaüzère , Luc Brun , Mario Vento

Graph-Based Representation in Pattern Recognition, Cheng-Lin Liu ; Bin Luo; Walter G. Kropatsch; Jian Cheng, May 2015, Bejing, China. pp.188 - 197, ⟨10.1007/978-3-319-18224-7_19⟩

Communication dans un congrès hal-01389626v1

Human action recognition using an improved string edit distance

Pasquale Foggia , Benoit Gaüzère , Alessia Saggese , Mario Vento

2015 12th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS), Aug 2015, Karlsruhe, Germany. pp.1-6

Communication dans un congrès hal-02128518v1
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Graph kernel encoding substituents' relative positioning

Benoit Gaüzère , Luc Brun , Didier Villemin

International Conference on Pattern Recognition (ICPR), Aug 2014, Stockholm, Sweden. 6 p

Communication dans un congrès hal-01066389v1
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Approximate Graph Edit Distance Guided by Bipartite Matching of Bags of Walks

Benoit Gaüzère , Sébastien Bougleux , Kaspar Riesen , Luc Brun

Structural, Syntactic, and Statistical Pattern Recognition (S+SSPR),, Aug 2014, Joensuu, Finland. pp.73-82

Communication dans un congrès hal-01066384v1
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Représentation des cycles d'une molécule sous forme d'hypergraphe

Benoit Gaüzère , Luc Brun , Didier Villemin

Reconnaissance de Formes et Intelligence Artificielle (RFIA) 2014, Jun 2014, Rouen, France

Communication dans un congrès hal-00989071v1
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A new hypergraph molecular representation

Benoit Gaüzère , Luc Brun , Didier Villemin

6 ièmes Journées de la Chémoinformatique., Oct 2013, Nancy, France. pp.1

Communication dans un congrès hal-00867298v1
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A Comparison of Explicit and Implicit Graph Embedding Methods for Pattern Recognition

Donatello Conte , Jean-Yves Ramel , Nicolas Sidère , Muhammad Muzzamil Luqman , Benoit Gaüzère et al.

9th IAPR - TC 15 workshop on Graph Based Repesentations in Pattern Recognition, May 2013, Vienne, Austria. pp.81

Communication dans un congrès hal-00829226v1
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Relevant Cycle Hypergraph Representation for Molecules

Benoit Gaüzère , Luc Brun , Didier Villemin

9th IAPR-TC-15 Graph-Based Representations in Pattern Recognition, May 2013, Austria. pp.111

Communication dans un congrès hal-00829227v1
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Implicit and Explicit Graph Embedding: Comparison of both Approaches on Chemoinformatics Applications

Benoit Gaüzère , Hasegawa Makoto , Luc Brun , Salvatore Tabbone

Joint IAPR International Workshop, SSPR & SPR 2012, Nov 2012, Hiroshima, Japan. pp.510-518, ⟨10.1007/978-3-642-34166-3_56⟩

Communication dans un congrès hal-00768654v1
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Noyau de Treelets Appliqué aux Graphes Étiquetés

Benoit Gaüzère , Luc Brun , Didier Villemin

RFIA 2012 (Reconnaissance des Formes et Intelligence Artificielle), Jan 2012, Lyon, France. pp.978-2-9539515-2-3

Communication dans un congrès hal-00656519v1
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Graph Kernels: Crossing Information from Different Patterns using Graph Edit Distance

Benoit Gaüzère , Luc Brun , Didier Villemin

Joint IAPR International Workshop, SSPR & SPR 2012, Nov 2012, Hiroshima, Japan. pp.42-50, ⟨10.1007/978-3-642-34166-3_5⟩

Communication dans un congrès hal-00768658v1
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Graph Kernels Based on Relevant Patterns and Cycle Information for Chemoinformatics

Benoit Gaüzère , Luc Brun , Didier Villemin , Myriam Mokhtari

International Conference on Pattern Recognition (ICPR) 2012, Nov 2012, Tsukuba, Japan. pp.000-0000

Communication dans un congrès hal-00768652v1
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Shape Similarity based on Combinatorial Maps and a Tree Pattern Kernel

Luc Brun , Sébastien Bougleux , François-Xavier Dupé , Benoit Gaüzère , Myriam Mokhtari

21st International Conference on Pattern Recognition, Nov 2012, Tsukuba, Japan. pp.000-0000

Communication dans un congrès hal-00768662v1
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Two New Graph Kernels and Applications to Chemoinformatics

Benoit Gaüzère , Luc Brun , Didier Villemin

8th IAPR-TC15 International Workshop, May 2011, Münster, Germany. pp.112, ⟨10.1007/978-3-642-20844-7⟩

Communication dans un congrès hal-00596506v1
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Deux nouveaux noyaux sur graphes et leurs applications en chimioinformatique

Benoit Gaüzère , Luc Brun , Didier Villemin

CAp 2011 --- Conférence Francophone d'Apprentissage 2011, May 2011, Chambéry, France. pp.AGS 5

Communication dans un congrès hal-00596513v1
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Graph kernels in chemoinformatics

Benoit Gaüzère , Luc Brun , Didier Villemin

Matthias Dehmer and Frank Emmert-Streib. Quantitative Graph Theory Mathematical Foundations and Applications, CRC Press, pp.425-470, 2015, 978-1-4665-8451-8

Chapitre d'ouvrage hal-01201933v1
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Graph Kernels in chemoinformatics

Benoit Gaüzère , Luc Brun , Didier Villemin

Matthias Dehmer and Frank Emmert-Streib. Quantitative Graph Theory: Mathematical Foundations and Applications, Taylor & Francis Group, 2014, 978-1-4665-8451-8

Chapitre d'ouvrage hal-01921549v1