Romain Giot

Maître de conférences
76
Documents

Domaines de recherche

Algorithme et structure de données [cs.DS]

Publications

Publications

Deposit thumbnail

Overlap Removal by Stochastic Gradient Descent with(out) Shape Awareness

Loann Giovannangeli , Frédéric Lalanne , Romain Giot , Romain Bourqui

IEEE Transactions on Visualization and Computer Graphics, 2024, pp.1-17. ⟨10.1109/TVCG.2024.3351479⟩

Article dans une revue hal-04404942v1

Evaluation of Explanation Methods of AI - CNNs in Image Classification Tasks with Reference-based and No-reference Metrics

Alexey Zhukov , Jenny Benois-Pineau , Romain Giot

Advances in Artificial Intelligence and Machine Learning, 2023, 03 (01), pp.620-646. ⟨10.54364/AAIML.2023.1143⟩

Article dans une revue hal-04698555v1
Deposit thumbnail

Guaranteed Visibility in Scatterplots with Tolerance

Loann Giovannangeli , Frédéric Lalanne , Romain Giot , Romain Bourqui

IEEE Transactions on Visualization and Computer Graphics, 2023, pp.1-11. ⟨10.1109/TVCG.2023.3326596⟩

Article dans une revue hal-04198637v1
Deposit thumbnail

NetPrune: A sparklines visualization for network pruning

Luc-Etienne Pommé , Romain Bourqui , Romain Giot , Jason Vallet , David Auber

Visual Informatics, 2023, ⟨10.1016/j.visinf.2023.04.001⟩

Article dans une revue hal-04115344v1

State of the Art of Visual Analytics for eXplainable Deep Learning

B. La Rosa , G. Blasilli , R. Bourqui , D. Auber , G. Santucci et al.

Computer Graphics Forum, In press, ⟨10.1111/cgf.14733⟩

Article dans une revue hal-03980917v1
Deposit thumbnail

Color and Shape efficiency for outlier detection from automated to user evaluation

Loann Giovannangeli , Romain Bourqui , Romain Giot , David Auber

Visual Informatics, 2022, ⟨10.1016/j.visinf.2022.03.001⟩

Article dans une revue hal-03617222v1
Deposit thumbnail

Toward Efficient Deep Learning for Graph Drawing (DL4GD)

Loann Giovannangeli , Frederic Lalanne , David Auber , Romain Giot , Romain Bourqui

IEEE Transactions on Visualization and Computer Graphics, 2022, pp.1-16. ⟨10.1109/TVCG.2022.3222186⟩

Article dans une revue hal-03901281v1

Toward automatic comparison of visualization techniques: Application to graph visualization

Loann Giovannangeli , Romain Bourqui , Romain Giot , David Auber

Visual Informatics, 2020, 4 (2), pp.86-98. ⟨10.1016/j.visinf.2020.04.002⟩

Article dans une revue hal-02899895v1
Deposit thumbnail

Adaptive Biometric Systems: Review and Perspectives

Paulo Henrique Pisani , Abir Mhenni , Romain Giot , Estelle Cherrier , Norman Poh et al.

ACM Computing Surveys, 2019, 1

Article dans une revue hal-02175778v1
Deposit thumbnail

Enhanced template update: Application to keystroke dynamics

Paulo Henrique Pisani , Romain Giot , André C.P.L.F. de Carvalho , Ana Carolina Lorena

Computers & Security, 2016, 60, pp.134-153. ⟨10.1016/j.cose.2016.04.004⟩

Article dans une revue hal-01309419v1
Deposit thumbnail

A Review on the Public Benchmark Databases for Static Keystroke Dynamics

Romain Giot , Bernadette Dorizzi , Christophe Rosenberger

Computers & Security, 2015, pp.1-35

Article dans une revue hal-01168513v1
Deposit thumbnail

Fast computation of the performance evaluation of biometric systems: application to multibiometric

Romain Giot , Mohamad El-Abed , Christophe Rosenberger

Future Generation Computer Systems, 2013, pp.10.1016/j.future.2012.02.003. ⟨10.1016/j.future.2012.02.003⟩

Article dans une revue hal-00674526v1
Deposit thumbnail

Evaluation of Biometric Systems : A Study of Users' Acceptance and Satisfaction

Mohamad El-Abed , Romain Giot , Baptiste Hemery , Christophe Rosenberger

International Journal of Biometrics, 2012, pp.1-27. ⟨10.1504/IJBM.2012.047644⟩

Article dans une revue hal-00984024v1
Deposit thumbnail

Genetic Programming for Multibiometrics

Romain Giot , Christophe Rosenberger

Expert Systems with Applications, 2012, 39 (2), pp.1837--1847. ⟨10.1016/j.eswa.2011.08.066⟩

Article dans une revue hal-00671952v1
Deposit thumbnail

Towards the Security Evaluation of Biometric Authentication Systems

Mohamad El-Abed , Romain Giot , Baptiste Hemery , Jean-Jacques Schwartzmann , Christophe Rosenberger

IACSIT International Journal of Engineering and Technology, 2012, pp.315-320

Article dans une revue hal-01076720v1
Deposit thumbnail

A New Soft Biometric Approach For Keystroke Dynamics Based On Gender Recognition

Romain Giot , Christophe Rosenberger

International Journal of Information Technology and Management (IJITM) Special Issue on: "Advances and Trends in Biometrics". Dr Lidong Wang (IF 0.727), 2012, 11, pp.1-16. ⟨10.1504/IJITM.2012.044062⟩

Article dans une revue hal-00991142v1
Deposit thumbnail

Unconstrained Keystroke Dynamics Authentication with Shared Secret

Romain Giot , Mohamad El-Abed , Baptiste Hemery , Christophe Rosenberger

Computers & Security, 2011, 30 (6-7), pp.427-445. ⟨10.1016/j.cose.2011.03.004⟩

Article dans une revue hal-00628554v1
Deposit thumbnail

Dataset Bias Detection for Biometric Verification with the Biometric Confusion Matrix: A Preliminary Experiment on Keystroke Dynamics

Boyu Zhu , Romain Giot

EGC 2026 EXPLAIN'AI Workshop, Jan 2026, Anglet, France

Communication dans un congrès hal-05470632v1
Deposit thumbnail

Biometric Confusion Matrix and Inter ZooPlot: Two Novel Visualizations for Biometric Verification Evaluation

Boyu Zhu , Romain Giot

IEEE International Joint Conference on Biometrics (IJCB 2025), Sep 2025, Osaka, Japan

Communication dans un congrès hal-05265327v1

Explicabilité de l'IA

Romain Giot

Semaine Data-SHS, Plateforme universitaire des données de Bordeaux _ PUD-Bx; MSH-Bx; Université de Bordeaux; PROGEDO, Dec 2023, Bordeaux, France

Communication dans un congrès hal-04353243v1
Deposit thumbnail

H²O: Heatmap by Hierarchical Occlusion

Luc-Etienne Pommé , Romain Bourqui , Romain Giot

CBMI 2023, Sep 2023, Orléans, France

Communication dans un congrès hal-04212098v1
Deposit thumbnail

Graph-based Analysis of Hierarchical Embedding Generated by Deep Neural Network

Korlan Rysbayeva , Romain Giot , Nicholas Journet

2-nd Workshop on Explainable and Ethical AI – ICPR 2022, Aug 2022, Montréal, Canada

Communication dans un congrès hal-03981883v1
Deposit thumbnail

VRGrid: Efficient Transformation of 2D Data into Pixel Grid Layout

Adrien Halnaut , Romain Giot , Romain Bourqui , David Auber

26th International Conference Information Visualisation, Jul 2022, Vienna, Austria. pp.11-20

Communication dans un congrès hal-03700588v1
Deposit thumbnail

Multi Layered Feature Explanation Method for Convolutional Neural Networks ⋆

Luca Bourroux , Jenny Benois-Pineau , Romain Bourqui , Romain Giot

International Conference on Pattern Recognition and Artificial Intelligence (ICPRAI), Jun 2022, Paris, France. ⟨10.1007/978-3-031-09037-0_49⟩

Communication dans un congrès hal-03689004v1
Deposit thumbnail

Samples Classification Analysis Across DNN Layers with Fractal Curves

Adrien Halnaut , Romain Giot , Romain Bourqui , D. Auber

ICPR 2020's Workshop Explainable Deep Learning for AI, Jan 2021, Milano (virtual), Italy

Communication dans un congrès hal-03111634v1
Deposit thumbnail

Features Understanding in 3D CNNs for Actions Recognition in Video

Kazi Ahmed Asif Fuad , Pierre-Etienne Martin , Romain Giot , Romain Bourqui , Jenny Benois-Pineau et al.

Tenth International Conference on Image Processing Theory, Tools and Applications, IPTA 2020, Oct 2020, Paris, France

Communication dans un congrès hal-02963298v1
Deposit thumbnail

Deep Dive into Deep Neural Networks with Flows

Adrien Halnaut , Romain Giot , Romain Bourqui , David Auber

Proceedings of the 15th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2020): IVAPP, Feb 2020, Valletta, Malta. pp.231-239

Communication dans un congrès hal-02492393v1
Deposit thumbnail

Siamese Networks for Static Keystroke Dynamics Authentication

Romain Giot , Anderson Rocha

IEEE International Workshop on Information Forensics and Security, Dec 2019, Delft, Netherlands

Communication dans un congrès hal-02424675v1
Deposit thumbnail

CNNs Fusion for Building Detection in Aerial Images for the Building Detection Challenge

Rémi Delassus , Romain Giot

Conference on Computer Vision and Pattern Recognition Workshops, Jun 2018, Salt Lake City, United States

Communication dans un congrès hal-01824749v1
Deposit thumbnail

Evaluation of Biometric Authentication Systems through Visualisation of Partitioned and Bundled Power-graphs

Romain Giot

21st International Conference Information Visualisation, Jul 2017, London, France. ⟨10.1109/iV.2017.17⟩

Communication dans un congrès hal-01575950v1
Deposit thumbnail

Broken Bikes Detection Using CitiBike Bikeshare System Open Data

Rémi Delassus , Romain Giot , Raphael Cherrier , Gabriele Barbieri , Guy Melançon

IEEE Symposium Series on Computational Intelligence (SSCI 2016), Dec 2016, Athenes, Greece

Communication dans un congrès hal-01428773v1
Deposit thumbnail

Audit d’une base de documents étiquetée

Romain Giot , Romain Bourqui , Nicholas Journet , Anne Vialard

Colloque International Francophone sur l’Écrit et le Document 2016 (CIFED), Mar 2016, Toulouse, France. pp.153-166

Communication dans un congrès hal-01286564v1
Deposit thumbnail

Zoo Graph: a New Visualisation for Biometric System Evaluation

Romain Giot , Romain Bourqui , Mohamad El-Abed

Information Visualisation 2016 (IV2016), Jul 2016, Lisbonne, Portugal

Communication dans un congrès hal-01355690v1
Deposit thumbnail

Détection de vélos inutilisables grâce aux données ouvertes du système de vélos en libre service Citibike

Rémi Delassus , Romain Giot , Guy Melançon , Raphael Cherrier

Journée Transports Intelligents - RFIA 2016, Jun 2016, Clermont Ferrand, France

Communication dans un congrès hal-01338831v1
Deposit thumbnail

Visual Graph Analysis for Quality Assessment of Manually Labelled Documents Image Database

Romain Giot , Romain Bourqui , Nicholas Journet , Anne Vialard

13th International Conference on Document Analysis and Recognition (ICDAR 2015), Aug 2015, Tunis, Tunisia. pp.7

Communication dans un congrès hal-01170011v1
Deposit thumbnail

Fast Graph Drawing Algorithm Revealing Networks Cores

Romain Giot , Romain Bourqui

Proceedings of the 19th International Conference Information Visualisation, Jul 2015, Barcelone, Spain

Communication dans un congrès hal-01170017v1
Deposit thumbnail

Verhaltensanalyse zur Erkennung von Missbrauch mobiler Geldtransferdienste

Roland Rieke , Maria Zhdanova , Jürgen Repp , Romain Giot , Chrystel Gaber

GI Sicherheit 2014, Mar 2014, Germany. pp.271-282

Communication dans un congrès hal-00968482v1
Deposit thumbnail

Predicting Bikeshare System Usage Up to One Day Ahead

Romain Giot , Raphael Cherrier

IEEE Symposium Series in Computational Intelligence 2014 (SSCI 2014). Workshop on Computational Intelligence in Vehicles and Transportation Systems (CIVTS 2014), Dec 2014, France. pp.1-8

Communication dans un congrès hal-01065983v1
Deposit thumbnail

Fraud Detection in Mobile Payments Utilizing Process Behavior Analysis

Roland Rieke , Maria Zhdanova , Jürgen Repp , Romain Giot , Chrystel Gaber

The 2nd International Workshop on Recent Advances in Security Information and Event Management (RaSIEM 2013), Sep 2013, France. pp.8

Communication dans un congrès hal-00841002v1
Deposit thumbnail

Classification de phénomènes de diffusion de l'eau de données d'IRM de diffusion

Romain Giot , Maxime Descoteaux , Christophe Charrier

GRETSI 2013, Sep 2013, France. pp.ID367

Communication dans un congrès hal-00880866v1
Deposit thumbnail

Analyse des comportements dans un système de transfert d'argent sur mobile

Chrystel Gaber , Romain Giot , Mohammed Achemlal , Baptiste Hemery , Marc Pasquet et al.

8ème Conférence sur la Sécurité des Architectures Réseaux et Systèmes d'Information (SAR SSI), Sep 2013, Mont-de-Marsan, France. pp.10

Communication dans un congrès hal-00848340v1

Predictive Security Analysis - Concepts, Implementation, first Results in Industrial Scenario

Roland Rieke , Romain Giot , Chrystel Gaber

CYBER SECURITY & PRIVACY EU FORUM 2013, Apr 2013, Bruxelles, Belgium

Communication dans un congrès hal-00816962v1
Deposit thumbnail

A new protocol to evaluate the resistance of template update systems against zero-effort attacks

Romain Giot , Christophe Rosenberger , Bernadette Dorizzi

CVPR 2013: Conference on Computer Vision and Pattern Recognition Workshops, Jun 2013, Portland, United States. pp.131-137, ⟨10.1109/CVPRW.2013.27⟩

Communication dans un congrès hal-00820379v1
Deposit thumbnail

Can Chronological Information Be Used As A Soft Biometric In Keystroke Dynamics?

Romain Giot , Christophe Rosenberger , Bernadette Dorizzi

The Eighth International Conference on Intelligent Information Hiding and Multimedia Signal Processing (IIHMSP 2012), Jul 2012, Piraeus, Greece. pp.1-4

Communication dans un congrès hal-00714261v1
Deposit thumbnail

Analysis of the Acquisition Process for Keystroke Dynamics

Romain Giot , Alexandre Ninassi , Mohamad El-Abed , Christophe Rosenberger

International Conference of the Biometrics Special Interest Group, Sep 2012, Darmstadt, Germany. pp.123--134

Communication dans un congrès hal-00730381v1
Deposit thumbnail

Local Water Diffusion Phenomenon Clustering From High Angular Resolution Diffusion Imaging (HARDI)

Romain Giot , Christophe Charrier , Maxime Descoteaux

IAPR International Conference on Pattern Recognition (ICPR), Nov 2012, Tsukuba, Japan, France. pp.1-5

Communication dans un congrès hal-00713993v1
Deposit thumbnail

Reconnaissance du genre par analyse de dynamique de frappe au clavier sur texte libre

Romain Giot , Christophe Rosenberger , Bernadette Dorizzi

7ème Conférence sur la Sécurité des Architectures Réseaux et Systèmes d'Information (SAR-SSI 2012), May 2012, Cabourg, France, France. pp.111-118

Communication dans un congrès hal-00700618v1
Deposit thumbnail

Hybrid Template Update System for Unimodal Biometric Systems

Romain Giot , Christophe Rosenberger , Bernadette Dorizzi

IEEE International Conference on Biometrics: Theory, Applications and Systems (BTAS 2012), Sep 2012, Washington, District of Columbia, USA, France. pp.1--7

Communication dans un congrès hal-00714241v1
Deposit thumbnail

Web-Based Benchmark for Keystroke Dynamics Biometric Systems: A Statistical Analysis

Romain Giot , Mohamad El-Abed , Christophe Rosenberger

The Eighth International Conference on Intelligent Information Hiding and Multimedia Signal Processing (IIHMSP 2012), Jul 2012, Piraeus, Greece. pp.1-5

Communication dans un congrès hal-00714251v1
Deposit thumbnail

Performance Evaluation of Biometric Template Update

Romain Giot , Christophe Rosenberger , Bernadette Dorizzi

International Biometric Performance Testing Conference 2012, Mar 2012, Gaithersburg, MD, USA, United States. pp.1--6

Communication dans un congrès hal-00674551v1
Deposit thumbnail

A SVM-Based Model for the evaluation of biometric sample quality

Mohamad El-Abed , Romain Giot , Baptiste Hemery , Christophe Charrier , Christophe Rosenberger

IEEE Symposium Series in Computational Intelligence - CIBIM workshop, 2011, Paris, France. pp.115-122, ⟨10.1109/CIBIM.2011.5949212⟩

Communication dans un congrès hal-00992462v1

Can Chronological Information Be Used As A Soft Biometric In Keystroke Dynamics ?

Romain Giot , Bernadette Dorizzi , Christophe Rosenberger

Summer school in Advanced Studies on Biometrics for Secure Authentication, 2011, Alghero, Italy

Communication dans un congrès hal-01002649v1
Deposit thumbnail

Towards the Security Evaluation of Biometric Authentication Systems

Mohamad El-Abed , Romain Giot , Baptiste Hemery , Christophe Rosenberger , Jean-Jacques Schwartzmann

International Conference on Security Science and Technology (ICSST), 2011, melbourne, Australia. pp.167-173

Communication dans un congrès hal-00991149v1
Deposit thumbnail

Analysis of Template Update Strategies for Keystroke Dynamics

Romain Giot , Bernadette Dorizzi , Christophe Rosenberger

IEEE Symposium Series on Computational Intelligence (SSCI 2011), Apr 2011, Paris, France. pp.21-28

Communication dans un congrès hal-00587106v2
Deposit thumbnail

Sift Based Recognition of Finger Knuckle Print

Baptiste Hemery , Romain Giot , Christophe Rosenberger

The third Norsk Information security conference (NISK), 2010, Gjovik, Norway. pp.45-56

Communication dans un congrès hal-00995114v1
Deposit thumbnail

Evaluation of Biometric Systems: An SVM-Based Quality index

Mohamad El-Abed , Romain Giot , Christophe Charrier , Christophe Rosenberger

The third Norsk Information security conference (NISK), 2010, Gjovik, Norway. pp.57--68

Communication dans un congrès hal-00995094v1
Deposit thumbnail

A study of users' acceptance and satisfaction of biometric systems

Mohamad El-Abed , Romain Giot , Baptiste Hemery , Christophe Rosenberger

IEEE International Carnahan Conference on Security Technology (ICCST), 2010, San Francisco, United States. ⟨10.1109/CCST.2010.5678678⟩

Communication dans un congrès hal-00991086v1
Deposit thumbnail

Low Cost and Usable Multimodal Biometric System Based on Keystroke Dynamics and 2D Face Recognition

Romain Giot , Baptiste Hemery , Christophe Rosenberger

The 20th International Conference on Pattern Recognition, Aug 2010, Istanbul, Turkey. pp.4, ⟨10.1109/ICPR.2010.282⟩

Communication dans un congrès hal-00503103v1
Deposit thumbnail

Fast Learning For Multibiometrics Systems Using Genetic Algorithms

Romain Giot , Mohamad El-Abed , Christophe Rosenberger

The 2010 International Conference on High Performance Computing & Simulation (HPCS 2010), Jun 2010, Caen, France. pp.268-273

Communication dans un congrès hal-00503096v1
Deposit thumbnail

Authentification faiblement contrainte par dynamique de frappe au clavier

Romain Giot , Mohamad El-Abed , Christophe Rosenberger

Reconnaissance des Formes et Intelligence Artificielle, RFIA'2010, Jan 2010, Caen, France. pp.8

Communication dans un congrès hal-00472618v1
Deposit thumbnail

Keystroke Dynamics Authentication For Collaborative Systems

Romain Giot , Mohamad El-Abed , Christophe Rosenberger

The IEEE International Symposium on Collaborative Technologies and Systems (CTS), May 2009, Baltimore, United States. pp.172--179, ⟨10.1109/CTS.2009.5067478⟩

Communication dans un congrès hal-00432764v1
Deposit thumbnail

GREYC Keystroke: a Benchmark for Keystroke Dynamics Biometric Systems

Romain Giot , Mohamad El-Abed , Christophe Rosenberger

IEEE International Conference on Biometrics: Theory, Applications and Systems (BTAS 2009), Sep 2009, Washington, United States. pp.6, ⟨10.1109/BTAS.2009.5339051⟩

Communication dans un congrès hal-00432768v1
Deposit thumbnail

Keystroke Dynamics With Low Constraints SVM Based Passphrase Enrollment

Romain Giot , Mohamad El-Abed , Christophe Rosenberger

IEEE International Conference on Biometrics: Theory, Applications and Systems (BTAS 2009), Sep 2009, Washington, United States. pp.6, ⟨10.1109/BTAS.2009.5339028⟩

Communication dans un congrès hal-00432775v1

Explainable AI in Image Classification Tasks: How to Choose the Best?

Alexey Zhukov , Jenny Benois-Pineau , Romain Giot , Romain Bourqui

Emotional Data Applications and Regulation of Artificial Intelligence in Society, 69, Springer Nature Switzerland, pp.49-70, 2025, Law, Governance and Technology Series, ⟨10.1007/978-3-031-80111-2_4⟩

Chapitre d'ouvrage hal-04999611v1

Computation of Pixel-Oriented Grid Layout for 2D Datasets Using VRGrid

Adrien Halnaut , Romain Giot , Romain Bourqui , David Auber

Artificial Intelligence and Visualization: Advancing Visual Knowledge Discovery, 1126, Springer Nature Switzerland, pp.245-270, 2024, Studies in Computational Intelligence, ⟨10.1007/978-3-031-46549-9_8⟩

Chapitre d'ouvrage hal-04631405v1

FEM and Multi-Layered FEM: Feature Explanation Methods with Statistical Filtering of Important Features

Alexey Zhukov , Jenny Benois-Pineau , Romain Giot , Romain Bourqui , Luca Bourroux

Emerging Topics in Pattern Recognition and Artificial Intelligence, 09, WORLD SCIENTIFIC, pp.295-327, 2024, Series on Language Processing, Pattern Recognition, and Intelligent Systems, ⟨10.1142/9789811289125_0012⟩

Chapitre d'ouvrage hal-04698686v1

Relative Confusion Matrix: An Efficient Visualization for the Comparison of Classification Models

Luc Etienne Pommé , Romain Bourqui , Romain Giot , David Auber

Artificial Intelligence and Visualization: Advancing Visual Knowledge Discovery, 1126, Springer Nature Switzerland, pp.223-243, 2024, Studies in Computational Intelligence, ⟨10.1007/978-3-031-46549-9_7⟩

Chapitre d'ouvrage hal-04631412v1
Deposit thumbnail

Hierarchical and Multimodal Classification of Images from Soil Remediation Reports

Korlan Rysbayeva , Romain Giot , Nicholas Journet

Document Analysis and Recognition – ICDAR 2021, 12821, Springer International Publishing, pp.160-175, 2021, Lecture Notes in Computer Science, ⟨10.1007/978-3-030-86549-8_11⟩

Chapitre d'ouvrage hal-03360311v1

La multibiométrie

Romain Giot , Baptiste Hemery , Estelle Cherrier , Christophe Rosenberger

Traitement du signal et de l'image pour la biométrie, Hermès, Chapitre 9, 2012, 9782746238992

Chapitre d'ouvrage hal-01001617v1

Évaluation des performances d'un système biométrique

Mohamad El-Abed , Romain Giot , Baptiste Hemery , Julien Mahier , Christophe Rosenberger

Traitement du signal et de l'image pour la biométrie, Hermès, Chapitre 11 - 23 p., 2012

Chapitre d'ouvrage hal-01000267v1
Deposit thumbnail

Keystroke Dynamics Authentication

Romain Giot , Mohamad El-Abed , Christophe Rosenberger

Biometrics, InTech, chapitre 8, 2011, 978-953-307-618-8. ⟨10.5772/17064⟩

Chapitre d'ouvrage hal-00990373v1
Deposit thumbnail

Performance Evaluation Of Behavioral Biometric Systems

Fouad Cherifi , Baptiste Hemery , Romain Giot , Marc Pasquet , Christophe Rosenberger

Book on Behavioral Biometrics for Human Identification: Intelligent Applications, IGI, pp.21, 2009, ⟨10.4018/978-1-60566-725-6.ch003⟩

Chapitre d'ouvrage hal-00990311v1