Céline Robardet

151
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Publications

Publications

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An Interpretable Model for Multi-Target Predictions with Ordinal Outputs

Arthur Batel , C. Robardet , Marc Plantevit , Idir Benouaret

Machine Learning, In press

Article dans une revue hal-05525069v1

Leveraging internal representations of GNNs with Shapley values

Ataollah Kamal , Alessio Ragno , Marc Plantevit , Céline Robardet

Data Mining and Knowledge Discovery, 2025, 39 (6), pp.89. ⟨10.1007/S10618-025-01159-7⟩

Article dans une revue hal-05435107v1
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On GNN explanability with activation patterns

Luca Veyrin-Forrer , Ataollah Kamal , Stefan Duffner , Marc Plantevit , Céline Robardet

Data Mining and Knowledge Discovery, 2024, 38 (5), pp.3227-3261. ⟨10.1007/S10618-022-00870-Z⟩

Article dans une revue hal-03367714v1

Graph model selection by edge probability prequential inference

Louis Duvivier , Rémy Cazabet , Céline Robardet

Journal of Complex Networks, 2023, 11 (3), ⟨10.1093/comnet/cnad011⟩

Article dans une revue hal-04355823v1
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Methods for explaining Top-N recommendations through subgroup discovery

Mouloud Iferroudjene , Corentin Lonjarret , Céline Robardet , Marc Plantevit , Martin Atzmueller

Data Mining and Knowledge Discovery, 2023, 37 (2), pp.833-872. ⟨10.1007/s10618-022-00897-2⟩

Article dans une revue hal-03845678v1
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Towards a better identification of Bitcoin actors by supervised learning

Rafael Ramos Tubino , Céline Robardet , Rémy Cazabet

Data and Knowledge Engineering, 2022, 142, pp.102094. ⟨10.1016/j.datak.2022.102094⟩

Article dans une revue hal-03879416v1
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Graph space: using both geometric and probabilistic structure to evaluate statistical graph models!

Louis Duvivier , Rémy Cazabet , Céline Robardet

Journal of Complex Networks, 2022, 10 (2), ⟨10.1093/comnet/cnac006⟩

Article dans une revue hal-03879395v1
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Electricity price forecasting on the day-ahead market using machine learning

Léonard Tschora , Erwan Pierre , Marc Plantevit , Céline Robardet

Applied Energy, 2022, 313, pp.118752. ⟨10.1016/j.apenergy.2022.118752⟩

Article dans une revue hal-03621974v1

In pursuit of the hidden features of GNN’s internal representations

Luca Veyrin-Forrer , Ataollah Kamal , Stefan Duffner , Marc Plantevit , Céline Robardet

Data and Knowledge Engineering, 2022, 142, pp.102097. ⟨10.1016/j.datak.2022.102097⟩

Article dans une revue hal-03898323v1
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On GNN explanability with activation rules

Luca Veyrin-Forrer , Ataollah Kamal , Stefan Duffner , Marc Plantevit , Céline Robardet

Data Mining and Knowledge Discovery, 2022, 38 (5), pp.3227-3261. ⟨10.1007/s10618-022-00870-z⟩

Article dans une revue hal-03821784v1
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User-driven geolocated event detection in social media

Anes Bendimerad , Marc Plantevit , Céline Robardet , Sihem Amer-Yahia

IEEE Transactions on Knowledge and Data Engineering, 2021, 33 (2), pp.796-809. ⟨10.1109/TKDE.2019.2931340⟩

Article dans une revue hal-02272082v1

Sequential recommendation with metric models based on frequent sequences

Corentin Lonjarret , Roch Auburtin , Céline Robardet , Marc Plantevit

Data Mining and Knowledge Discovery, 2021, ⟨10.1007/s10618-021-00744-w⟩

Article dans une revue hal-03191177v1
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Opening Fields : A Methodological Contribution to the Identification of Heterogeneous Actors in Unbounded Relational Orders

Mohamed Benabdelkrim , Clément Levallois , Jean Savinien , Céline Robardet

M@n@gement, 2020, 23 (1), 4-18 p. ⟨10.37725/mgmt.v23.4245⟩

Article dans une revue hal-02529429v1
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SIAS-miner: mining subjectively interesting attributed subgraphs

Anes Bendimerad , Ahmad Mel , Jefrey Lijffijt , Marc Plantevit , Céline Robardet et al.

Data Mining and Knowledge Discovery, In press, 34 (2), pp.355-393. ⟨10.1007/s10618-019-00664-w⟩

Article dans une revue hal-02378174v1

Rank correlated subgroup discovery

Mohamed Ali Hammal , Hélène Mathian , Luc Merchez , Marc Plantevit , Céline Robardet

Journal of Intelligent Information Systems, 2019, ⟨10.1007/s10844-019-00555-y⟩

Article dans une revue hal-02093496v1
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Chemical features mining provides new descriptive structure-odor relationships

Carmen Licón , Guillaume Bosc , Mohammed Sabri , Marylou Mantel , Arnaud Fournel et al.

PLoS Computational Biology, 2019, 15 (4), pp.e1006945. ⟨10.1371/journal.pcbi.1006945⟩

Article dans une revue hal-02343686v1
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Mining exceptional closed patterns in attributed graphs

Anes Bendimerad , Marc Plantevit , Céline Robardet

Knowledge and Information Systems (KAIS), 2018, 56 (1), pp.1 - 25. ⟨10.1007/s10115-017-1109-2⟩

Article dans une revue hal-01625007v1
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Exceptional contextual subgraph mining

Mehdi Kaytoue , Marc Plantevit , Albrecht Zimmermann , Anes Bendimerad , Céline Robardet

Machine Learning, 2017, 106 (08), pp.1171--1211. ⟨10.1007/s10994-016-5598-0⟩

Article dans une revue hal-01488732v2

Graph Dependency Construction Based on Interval-based Event Dependencies Detection in Data Streams

Marc Plantevit , Céline Robardet , Vasile-Marian Scuturici

Intelligent Data Analysis, 2016, 20(2), pp.223--256. ⟨10.3233/IDA-160803⟩

Article dans une revue hal-01130544v1
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Extraction of Temporal Network Structures from Graph-based Signals

Ronan Hamon , Pierre Borgnat , Patrick Flandrin , Céline Robardet

IEEE Transactions on Signal and Information Processing over Networks, 2016, 2 (2), pp.215-226. ⟨10.1109/TSIPN.2016.2530562⟩

Article dans une revue hal-01330184v1

Relabelling vertices according to the network structure by minimizing the cyclic bandwidth sum

Ronan Hamon , Pierre Borgnat , Patrick Flandrin , Céline Robardet

Journal of Complex Networks, 2016, 4 (4), pp. 534-560. ⟨10.1093/comnet/cnw006⟩

Article dans une revue ensl-01556074v1
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What effects topological changes in dynamic graphs?

Mehdi Kaytoue , Yoann Pitarch , Marc Plantevit , Céline Robardet

Social Network Analysis and Mining, 2015, 5 (55), pp.55:1--55:17. ⟨10.1007/s13278-015-0294-9⟩

Article dans une revue hal-01221698v1

From bicycle sharing system movements to users: a typology of Vélo’v cyclists in Lyon based on large-scale behavioural dataset

Marie Vogel , Ronan Hamon , Guillaume Lozenguez , Luc Merchez , Patrice Abry et al.

Journal of Transport Geography, 2014, 41, pp.280-291. ⟨10.1016/j.jtrangeo.2014.07.005⟩

Article dans une revue hal-01313177v1
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Parameter-less co-clustering for star-structured heterogeneous data

Dino Ienco , Céline Robardet , Ruggero G. Pensa , Rosa Meo

Data Mining and Knowledge Discovery, 2013, 26 (2), pp.217-254. ⟨10.1007/s10618-012-0248-z⟩

Article dans une revue hal-00794744v1
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Mining Graph Topological Patterns: Finding Co-variations among Vertex Descriptors

Adriana Bechara Prado , Marc Plantevit , Céline Robardet , Jean-François Boulicaut

IEEE Transactions on Knowledge and Data Engineering, 2013, 9, 25, pp.2090-2104. ⟨10.1109/TKDE.2012.154⟩

Article dans une revue hal-01351727v1
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An Inductive Database System Based on Virtual Mining Views

Hendrik Blockeel , Toon Calders , Elisa Fromont , Bart Goethals , Adriana Prado et al.

Data Mining and Knowledge Discovery, 2012, 24 (1), pp.265-287. ⟨10.1007/s10618-011-0229-7⟩

Article dans une revue hal-00599315v2
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Complex Systems Science: Dreams of Universality, Reality of Interdisciplinarity

Sebastian Grauwin , Guillaume Beslon , Eric Fleury , Sara Franceschelli , Céline Robardet et al.

Journal of the American Society for Information Science and Technology, 2012, 63 (7), pp.10.1002/asi.22644. ⟨10.1002/asi.22644⟩

Article dans une revue hal-00706567v1
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Shared Bicycles in a City: A Signal Processing and Data Analysis Perspective

Pierre Borgnat , Céline Robardet , Jean-Baptiste Rouquier , Patrice Abry , Eric Fleury et al.

Advances in Complex Systems (ACS), 2011, 14 (3), pp.415-438. ⟨10.1142/S0219525911002950⟩

Article dans une revue ensl-00490325v3
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Characterizing the speed and paths of shared bicycles in Lyon

Pablo Jensen , Jean-Baptiste Rouquier , Nicolas Ovtracht , Céline Robardet

Transportation Research Part D: Transport and Environment, 2010, 15 (8), pp.522-524. ⟨10.1016/j.trd.2010.07.002⟩

Article dans une revue hal-00541307v1

Closed patterns meet n-ary relations

Loïc Cerf , Jeremy Besson , Céline Robardet , Jean-François Boulicaut

ACM Transactions on Knowledge Discovery from Data (TKDD), 2009, 3 (1)

Article dans une revue hal-01499247v1

Communities detection and the analysis of their dynamics in collaborative networks

Eric Fleury , Céline Robardet

International Journal of Web Based Communities, 2009, ⟨10.1504/IJWBC.2009.023965⟩

Article dans une revue inria-00397373v1
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Description and simulation of dynamic mobility networks

Antoine Scherrer , Pierre Borgnat , Eric Fleury , Jean-Loup Guillaume , Céline Robardet

Computer Networks, 2008, 52 (15), pp.2842-2858. ⟨10.1016/j.comnet.2008.06.007⟩

Article dans une revue inria-00327254v1
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SQUAT: A web tool to mine human, murine and avian SAGE data.

Johan Leyritz , Stéphane Schicklin , Sylvain Blachon , Céline Keime , Céline Robardet et al.

BMC Bioinformatics, 2008, 9, pp.378. ⟨10.1186/1471-2105-9-378⟩

Article dans une revue hal-00425133v1

Un algorithme générique d'extraction de bi-ensembles sous contraintes dans des données booléennes

Jérémy Besson , Céline Robardet , Jean-François Boulicaut

Revue I3 - Information Interaction Intelligence, 2007, HS 2007, pp.141-160

Article dans une revue hal-01501481v1

Clustering formal concepts to discover biologically relevant knowledge from gene expression data.

Sylvain Blachon , Ruggero G Pensa , Jérémy Besson , Céline Robardet , Jean-François Boulicaut et al.

In Silico Biology, 2007, 7 (4-5), pp.467-83

Article dans une revue hal-00294025v1

Supporting bi-cluster interpretation in 0/1 data by means of local patterns

Ruggero G. Pensa , Céline Robardet , Jean-François Boulicaut

Journal of intelligent data analysis, 2006, 10 (5), pp.457-467

Article dans une revue hal-01535517v1

Modeling the emergence of multi-protein dynamic structures by principles of self-organization through the use of 3DSpi, a multi-agent-based software

Hédi Soula , Céline Robardet , Fran\c Cois Perrin , Sébastien Gripon , Guillaume Beslon et al.

BMC Bioinformatics, 2005, 6, pp.228. ⟨10.1186/1471-2105-6-228⟩

Article dans une revue hal-00759509v1
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Constraint-based Formal Concept Mining and its Application to Microarray Data Analysis

Jérémy Besson , Céline Robardet , Jean-François Boulicaut , Sophie Rome

Intelligent Data Analysis, 2005, 9 (1), pp.59-82

Article dans une revue hal-01535568v1

Modeling the mergence of multi-protein dynamic structures by principles of self-organization through the use of 3DSpi, a Multi-Agent-based Software.

H. Soula , C. Robardet , F. Perrin , S. Gripon , G. Beslon et al.

BMC Bioinformatics, 2005, 6, pp.228

Article dans une revue hal-00124089v1

Extraction de connaissances dans les données d'expression SAGE humaines.

S. Blachon , C. Robardet , Jean-François Boulicaut , O. Gandrillon

Informatique pour l'analyse du transcriptome. Hermes Sciences, 2004, pp.traité IC2

Article dans une revue hal-00124102v1

De nouveaux alliés du bien-être des animaux confrontés aux défis des transitions agroécologiques et climatiques

Florence Gondret , Joseph Allyndrée , Lydiane Aubé , Nathanaelle Bary , Mathieu Bonneau et al.

2026 - 1ère édition des Trans Numériques, INRIA, Feb 2026, Rennes, France

Communication dans un congrès hal-05495907v1
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Des réseaux de neurones sur graphes auto-explicatifs basés sur la logique

Alessio Ragno , Marc Plantevit , C. Robardet

Extraction et Gestion de Connaissances (EGC'26), Jan 2026, Anglet, France. pp.481--488

Communication dans un congrès hal-05511164v1

De nouveaux outils et algorithmes au service de la mesure du bien-être des animaux face au changement climatique – exemples chez les bovins

Florence Gondret , Claire Verplanck , Anne Boudon , Romain Lardy , Aurélien Madouasse et al.

Réunion mensuelle du LIT Ouesterel, LIT Ouesterel, May 2025, Visioconférence, France

Communication dans un congrès hal-05086556v1

On Logic-based Self-Explainable Graph Neural Networks

Alessio Ragno , Marc Plantevit , C. Robardet

The Thirty-Ninth Annual Conference on Neural Information Processing Systems -- NeurIPS 2025, Dec 2025, San diego (Californie), United States

Communication dans un congrès hal-05435147v1
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Faithful Explanations for Graph Classification Using Logic

Alessio Ragno , Marc Plantevit , Céline Robardet

European Conference on Machine Learning and Knowledge Discovery in Databases (ECMLPKDD 2025), Sep 2025, Porto, Portugal. pp.113-129, ⟨10.1007/978-3-032-06078-5_7⟩

Communication dans un congrès hal-05315139v1
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WAIT4 – un projet de recherche alliant technologies numériques et IA pour évaluer des indicateurs pertinents de bien-être pour des animaux confrontés aux défis des transitions agroécologique et climatique

Florence Gondret , Lydiane Aubé , Romain Lardy , Alessio Ragno , C. Robardet et al.

VETOTIC - Digital et santé animale, Innozh, Nov 2025, Ploufragan, France

Communication dans un congrès hal-05385353v1

Diffusion for Explainable Unsupervised Anomaly Detection

Elouan Vincent , Alexandre Dréan , Julien Perez , Marc Plantevit , C. Robardet

The 12th IEEE International Conference on Data Science and Advanced Analytics (DSAA), Oct 2025, Birmingham, United Kingdom

Communication dans un congrès hal-05435121v1
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DiffVersify: a Scalable Approach to Differentiable Pattern Mining with Coverage Regularization

Thibaut Chataing , Julien Perez , Marc Plantevit , Céline Robardet

Machine Learning and Knowledge Discovery in Databases, Sep 2024, Vilnius, Lithuania. pp.407 - 422, ⟨10.1007/978-3-031-70365-2_24⟩

Communication dans un congrès hal-04716579v1

Transparent Explainable Logic Layers

Alessio Ragno , Marc Plantevit , Celine Robardet , Roberto Capobianco

ECAI 2024 - 27th European Conference on Artificial Intelligence, 19-24 October 2024, Santiago de Compostela, Spain, Oct 2024, Santiago de Compostela, Spain. pp.914--921, ⟨10.3233/FAIA240579⟩

Communication dans un congrès hal-04764693v1

A Simple Yet Effective Interpretable Bayesian Personalized Ranking for Cognitive Diagnosis

Arthur Batel , Idir Benouaret , Joan Fruitet , Marc Plantevit , Céline Robardet

ECAI 2024 - 27th European Conference on Artificial Intelligence, 19-24 October 2024, Santiago de Compostela, Spain - Including 13th Conference on Prestigious Applications of Intelligent Systems, Oct 2024, Santiago de Compostela, Spain. pp.2386--2393, ⟨10.3233/FAIA240764⟩

Communication dans un congrès hal-04764677v1

Game Theoretic Explanations for Graph Neural Networks

Ataollah Kamal , Marc Plantevit , C. Robardet

Machine Learning and Principles and Practice of Knowledge Discovery in Databases - International Workshops of {ECML} {PKDD} 2023, Turin, Italy, September 18-22, 2023, Revised Selected Papers, Part {III}, Sep 2023, Turin, Italy. pp.217-232, ⟨10.1007/978-3-031-74633-8\_14⟩

Communication dans un congrès hal-04909498v1
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Improving the non-urgent sanitary transportation

Timothée Chane-Haï , Samuel Vercraene Vercraene , Céline Robardet , Thibaud Monteiro

7th International Conference on Control, Automation and Diagnosis (ICCAD 2023), May 2023, Rome, Italy. ⟨10.1109/ICCAD57653.2023.10152350⟩

Communication dans un congrès hal-04423051v1
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Using Graph Neural Networks for the Detection and Explanation of Network Intrusions

Ahmed-Rafik-El Mehdi Baahmed , Giuseppina Andresini , C. Robardet , Annalisa Appice

Machine Learning and Principles and Practice of Knowledge Discovery in Databases - International Workshops of {ECML} {PKDD} 2023, Sep 2023, Turin, Italy. pp.201--216, ⟨10.1007/978-3-031-74633-8_13⟩

Communication dans un congrès hal-04909504v1
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Forecasting Electricity Prices: An Optimize Then Predict-Based Approach

Léonard Tschora , Erwan Pierre , Marc Plantevit , Céline Robardet

Intelligent Data Analysis 2023, Apr 2023, Louvain-la_Neuve, Belgium. pp.446-458, ⟨10.1007/978-3-031-30047-9_35⟩

Communication dans un congrès hal-04114222v1
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Temporal and Geographical Analysis of Real Economic Activities in the Bitcoin Blockchain

Rafael Ramos Tubino , Rémy Cazabet , Natkamon Tovanich , Céline Robardet

LIMBO@ECML/PKDD 2023: International workshop on LearnIng and Mining for BlOckchains, Sep 2023, Turin, Italy. ⟨10.1007/978-3-031-74643-7_17⟩

Communication dans un congrès hal-04188062v1
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WAIT4: un projet collaboratif sur l'évaluation en dynamique du bien-être des animaux d'élevage - de la captation de la donnée à la découverte de motifs signifiants et de seuils d'alertes spécifiques

Florence Gondret , Masoomeh Taghipoor , Aurélien Madouasse , Alexandre Termier , Claire Verplanck et al.

Annual meeting - Metaprogram DIGIT-BIO Biologie numérique pour explorer et prédire le vivant, INRAE, Dec 2022, Ecully, France

Communication dans un congrès hal-04337044v1
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Vers une meilleure identification d'acteurs de Bitcoin par apprentissage supervisé

Rafael Ramos Tubino , Rémy Cazabet , Céline Robardet

Conférence francophone sur l'Extraction et la Gestion des Connaissances (EGC 2022), Jan 2022, Blois, France. pp.171-182

Communication dans un congrès hal-04193274v1
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What Does My GNN Really Capture? On Exploring Internal GNN Representations

Luca Veyrin-Forrer , Ataollah Kamal , Stefan Duffner , Marc Plantevit , Céline Robardet

International Joint Conference on Artificial Intelligence 2022, Jul 2022, Vienna, Austria

Communication dans un congrès hal-03700710v1
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Découverte de sous-groupes de prédictions interprétables pour le triage d'incidents

Youcef Remil , Anes Bendimerad , Marc Plantevit , Céline Robardet , Mehdi Kaytoue

Extraction et Gestion des Connaissances (EGC'2022), Jan 2022, Blois, France

Communication dans un congrès hal-03627854v1
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Improving the Quality of Rule-Based GNN Explanations

Ataollah Kamal , Elouan Vincent , Marc Plantevit , Céline Robardet

Workshop on eXplainable Knowledge Discovery in Data Mining. Machine Learning and Principles and Practice of Knowledge Discovery in Databases - International Workshops of ECML PKDD 2022, Grenoble, France, September 19-23, 2022, Proceedings, Part I, Sep 2022, Grenoble, France. pp.467--482, ⟨10.1007/978-3-031-23618-1\_31⟩

Communication dans un congrès hal-04580342v1
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Qu'est-ce que mon GNN capture vraiment ? Exploration des représentations internes d'un GNN

Luca Veyrin-Forrer , Ataollah Kamal , Stefan Duffner , Marc Plantevit , Céline Robardet

Extraction et Gestion des Connaissances (EGC 2022), Jan 2022, Blois, France. pp.159-170

Communication dans un congrès hal-03921033v1
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Guidage des métaheuristiques par machine-learning, application au transport d'enfants en situation de handicap

Timothée Chane-Haï , Samuel Vercraene , Céline Robardet , Thibaud Monteiro

23ème Congrès annuel de la Société Française de Recherche Opérationnelle et d'Aide à la Décision (ROADEF 2022), INSA Lyon, Feb 2022, Villeurbanne - Lyon, France

Communication dans un congrès hal-03595296v1
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Leveraging semantic for community mining in multilayer networks

Mohamed Benabdelkrim , Céline Robardet , Jean Savinien

Canadian AI, May 2021, Vancouver, Canada

Communication dans un congrès hal-03340780v1
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Edge based stochastic block model statistical inference

Louis Duvivier , Rémy Cazabet , Céline Robardet

COMPLEX NETWORKS, Dec 2020, Madrid, Spain. pp.462-473, ⟨10.1007/978-3-030-65351-4_37⟩

Communication dans un congrès hal-03340026v1
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Knowledge-guided search applied to the transportation of disabled people

Timothée Chane-Haï , Samuel Vercraene , Céline Robardet , Thibaud Monteiro

Smart Healthcare International Conference (SHeIC 2021), Dec 2021, Troyes (France), France

Communication dans un congrès hal-04398625v1
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Interpretable Summaries of Black Box Incident Triaging with Subgroup Discovery

Youcef Remil , Anes Bendimerad , Marc Plantevit , Céline Robardet , Mehdi Kaytoue

8th IEEE International Conference on Data Science and Advanced Analytics (DSAA 2021), Oct 2021, Porto, Portugal. ⟨10.1109/DSAA53316.2021.9564164⟩

Communication dans un congrès hal-03318094v2

Sampling Rank Correlated Subgroups

Mohamed-Ali Hammal , Bernardo Abreu , Marc Plantevit , Céline Robardet

Distributed Computing and Artificial Intelligence, 16th International Conference, Jun 2019, Avila, Espagne, Spain. pp.217-225, ⟨10.1007/978-3-030-23887-2_25⟩

Communication dans un congrès hal-04076705v1
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Finding interest groups from Twitter lists

Mohamed Benabdelkrim , Jean Savinien , Céline Robardet

SAC '20: The 35th ACM/SIGAPP Symposium on Applied Computing, Mar 2020, Brno Czech Republic, France. pp.1885-1887, ⟨10.1145/3341105.3374077⟩

Communication dans un congrès hal-03340772v1
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Gibbs Sampling Subjectively Interesting Tiles

Anes Bendimerad , Jefrey Lijffijt , Marc Plantevit , Céline Robardet , Tijl de Bie

Advances in Intelligent Data Analysis {XVIII} - 18th International Symposium on Intelligent Data Analysis (IDA 2020), Apr 2020, Konstanz (on line), Germany. ⟨10.1007/978-3-030-44584-3_7⟩

Communication dans un congrès hal-02960847v1

Why Should I Trust This Item? Explaining the Recommendations of any Model

Corentin Lonjarret , Céline Robardet , Marc Plantevit , Roch Auburtin , Martin Atzmueller

IEEE International Conference on Data Science and Advanced Analytics (DSAA), Oct 2020, Sydney, Australia. ⟨10.1109/DSAA49011.2020.00067⟩

Communication dans un congrès hal-02965196v1
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Contrastive antichains in hierarchies

Anes Bendimerad , Jefrey Lijffijt , Marc Plantevit , Céline Robardet , Tijl de Bie

SIGKDD 2019, Aug 2019, Anchorage, Alaska, United States. pp.294:304, ⟨10.1145/3292500.3330954⟩

Communication dans un congrès hal-02114775v1
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Recommandation séquentielle à base de séquences fréquentes

Corentin Lonjarret , Marc Plantevit , Céline Robardet , Roch Auburtin

Extraction et Gestion des Connaissances (EGC), Jan 2019, Metz, France

Communication dans un congrès hal-02914391v1
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FSSD - A Fast and Efficient Algorithm for Subgroup Set Discovery

Adnene Belfodil , Aimene Belfodil , Anes Bendimerad , Philippe Lamarre , Céline Robardet et al.

IEEE International Conference on Data Science and Advanced Analytics (DSAA), Oct 2019, Washington DC, United States. ⟨10.1109/DSAA.2019.00023⟩

Communication dans un congrès hal-02355503v1
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Minimum entropy stochastic block models neglect edge distribution heterogeneity

Louis Duvivier , Céline Robardet , Rémy Cazabet

8th International Conference on Complex Networks and Their Applications (COMPLEX NETWORKS 2019), Dec 2019, Lisbonne, Portugal. pp.545-555, ⟨10.1007/978-3-030-36687-2_45⟩

Communication dans un congrès hal-03339803v1
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Exceptional Attributed Subgraph Mining To Understand The Olfactory Percept

Maëlle Moranges , Marc Plantevit , Arnaud Fournel , Moustafa Bensafi , Céline Robardet

21st International Conference on Discovery Science, Oct 2018, Limassol, Cyprus. pp.276--291

Communication dans un congrès hal-01878375v1
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Mining Subjectively Interesting Attributed Subgraphs

Anes Bendimerad , Ahmad Mel , Jefrey Lijffijt , Marc Plantevit , Céline Robardet et al.

INTERNATIONAL WORKSHOP ON MINING AND LEARNING WITH GRAPHS, held with SIGKDD 2018, Aug 2018, Londres, United Kingdom

Communication dans un congrès hal-02060190v1
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Mining Convex Polygon Patterns with Formal Concept Analysis

Aimene Belfodil , Sergei O Kuznetsov , Céline Robardet , Mehdi Kaytoue

The Twenty-Sixth International Joint Conference on Artificial Intelligence (IJCAI), Aug 2017, Melbourne, Australia. pp.1425 - 1432, ⟨10.24963/ijcai.2017/197⟩

Communication dans un congrès hal-01573841v1
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Contextual Subgraph Discovery With Mobility Models

Anes Bendimerad , Rémy Cazabet , Marc Plantevit , Céline Robardet

COMPLEX NETWORKS 2017, Nov 2017, Lyon, France. pp.477-489

Communication dans un congrès hal-01625068v1
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Mining the Lattice of Binary Classifiers for Identifying Duplicate Labels in Behavioral Data

Quentin Labernia , Victor Codocedo , Céline Robardet , Mehdi Kaytoue

30th International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems, Jun 2017, Arras, France. pp.40-21, ⟨10.1007/978-3-319-60045-1_2⟩

Communication dans un congrès hal-01551395v1
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Une méthode de découverte de motifs contextualisés dans les traces de mobilité d'une personne

Aimene Belfodil , Mehdi Kaytoue , Céline Robardet , Marc Plantevit , Julien Zarka

16ème Journées Francophones Extraction et Gestion des Connaissances, Jan 2016, Reims, France. pp.63-68

Communication dans un congrès hal-01265204v1
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Découverte de labels dupliqués par l'exploration du treillis des classifieurs binaires

Quentin Labernia , Victor Codocedo , Mehdi Kaytoue , Céline Robardet

16 ème journées Francophones Extraction et Gestion des Connaissances, Jan 2016, Reims, France. pp.255--266

Communication dans un congrès hal-01265202v1
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Local subgroup discovery for eliciting and understanding new structure-odor relationships

Guillaume Bosc , Jérôme Golebiowski , Moustafa Bensafi , Céline Robardet , Marc Plantevit et al.

Discovery Science: 19th International Conference, DS 2016, Oct 2016, Bari, Italy. pp.19-34, ⟨10.1007/978-3-319-46307-0_2⟩

Communication dans un congrès hal-01346660v1
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Unsupervised Exceptional Attributed Sub-graph Mining in Urban Data

Anes Bendimerad , Marc Plantevit , Céline Robardet

IEEE International Conference on Data Mining (ICDM 2016), Dec 2016, Barcelone, Spain. pp.21-30

Communication dans un congrès hal-01430622v1

Gazouille: Detecting and Illustrating Local Events from Geolocalized Social Media Streams

Houdyer Pierre , Albrecht Zimmermann , Mehdi Kaytoue , Marc Plantevit , Joseph Mitchell et al.

European Conference on Machine Learning and Knowledge Discovery in Databases, 2015, Porto, Portugal. pp.276-280, ⟨10.1007/978-3-319-23461-8_29⟩

Communication dans un congrès hal-01193030v1
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Profiling users of the Vélo 'v bike sharing system

Albrecht Zimmermann , Mehdi Kaytoue , Marc Plantevit , Céline Robardet , Jean-François Boulicaut

2nd International Workshop on Mining Urban Data (MUD), Ioannis Katakis, François Schnitzler, Thomas Liebig, Dimitrios Gunopulos, Katharina Morik,Gennady L. Andrienko, Shie Mannor, Jul 2015, Lille, France. pp.63-64

Communication dans un congrès hal-01193017v1
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Factorisation de réseaux temporels : étude des rythmes hebdomadaires du système Vélo'v

Ronan Hamon , Pierre Borgnat , Cédric Févotte , Patrick Flandrin , Céline Robardet

Colloque GRETSI 2015, Sep 2015, Lyon, France

Communication dans un congrès hal-01199256v1

Triggering Patterns of Topology Changes in Dynamic Graphs

Mehdi Kaytoue , Yoann Pitarch , Marc Plantevit , Céline Robardet

The 2014 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, Aug 2014, Beijing, China, China. pp.55:1--55:17, ⟨10.1109/ASONAM.2014.6921577⟩

Communication dans un congrès hal-01301075v1
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Nonnegative matrix factorization to find features in temporal networks

Ronan Hamon , Pierre Borgnat , Patrick Flandrin , Céline Robardet

2014 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), May 2014, Florence, Italy. pp.SPTM-P4.1

Communication dans un congrès ensl-00989760v1

Granularity of co-Evolution Patterns in Dynamic Attributed Graphs

Elise Desmier , Marc Plantevit , Céline Robardet , Jean-François Boulicaut

The Thirteenth International Symposium on Intelligent Data Analysis IDA 2014, Oct 2014, Leuven, Belgium. pp.84-95

Communication dans un congrès hal-01301086v1

Temporal Dependency Detection Between Interval-Based Event Sequences

Marc Plantevit , Vasile-Marian Scuturici , Céline Robardet

New Frontiers in Mining Complex Patterns - Third International Workshop, NFMCP, Held in Conjunction with ECML-PKDD, Nancy, France, Revised Selected Papers, Sep 2014, Nancy, France. pp.132--146

Communication dans un congrès hal-01979495v1
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Transformation de graphes dynamiques en signaux non stationnaires

Ronan Hamon , Pierre Borgnat , Patrick Flandrin , Céline Robardet

Colloque GRETSI 2013, Sep 2013, Brest, France. pp.251

Communication dans un congrès ensl-00875085v1
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Tracking of a dynamic graph using a signal theory approach : application to the study of a bike sharing system

Ronan Hamon , Pierre Borgnat , Patrick Flandrin , Céline Robardet

ECCS'13, Sep 2013, Barcelone, Spain. pp.101

Communication dans un congrès ensl-00875089v1
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Networks as Signals, with an Application to Bike Sharing System

Ronan Hamon , Pierre Borgnat , Patrick Flandrin , Céline Robardet

GlobalSIP 2013, Dec 2013, Austin, United States. pp.IPN.PB.8

Communication dans un congrès ensl-00875187v1

When TEDDY meets GrizzLY: Temporal Dependency Discovery for Triggering Road Deicing Operations (Demo)

Céline Robardet , Vasile-Marian Scuturici , Marc Plantevit , Antoine Fraboulet

KDD, Aug 2013, Chicago, IL, United States. pp.1490-1493 ⟨10.1145/2487575.2487706⟩

Communication dans un congrès hal-01339189v1

Trend Mining in Dynamic Attributed Graphs

Elise Desmier , Marc Plantevit , Céline Robardet , Jean-François Boulicaut

Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2013, Sep 2013, Prague, Czech Republic. pp.654-669, ⟨10.1007/978-3-642-40988-2_42⟩

Communication dans un congrès hal-01339225v1

Cohesive Co-Evolution Patterns in Dynamic Attributed Graphs

Elise Desmier , Marc Plantevit , Céline Robardet , Jean-François Boulicaut

Discovery Science - 15th International Conference (DS 2012), Oct 2012, Lyon France. pp.110-124, ⟨10.1007/978-3-642-33492-4_11⟩

Communication dans un congrès hal-01353051v1

Extraction de co-variations entre des propriétés de sommets et leur position topologique dans un graphe attribué.

Adriana Bechara Prado , Marc Plantevit , Céline Robardet , Jean-François Boulicaut

Actes Extraction et Gestion de Connaissances EGC'12, Jan 2012, Bordeaux, France. pp.267-278

Communication dans un congrès hal-01352957v1

Peut-on attraper les utilisateurs de Vélo'v au Lasso ?

Luc Merchez , G. Michau , Céline Robardet , Pablo Jensen , Patrice Abry et al.

XXIIe Colooque GRETSI. Traitement du Signal et des Images, GRETSI, 2011, Bordeaux, France

Communication dans un congrès halshs-01314675v1
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Characteristics of the Dynamic of Mobile Networks

Pierre Borgnat , Eric Fleury , Jean-Loup Guillaume , Céline Robardet

4th International Conference on Bio-Inspired Models of Network, Information, and Computing Systems, Dec 2009, Avignon, France. pp.130-139, ⟨10.1007/978-3-642-12808-0_13⟩

Communication dans un congrès ensl-00475969v1
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Constraint-based Subspace Clustering

Elisa Fromont , Adriana Prado , Céline Robardet

SIAM International Conference on Data Mining, Apr 2009, Sparks, Nevada, United States. pp.26-37

Communication dans un congrès hal-00362829v1

A new constraint for mining sets in sequences

Boris Cule , Bart Goethals , Céline Robardet

Proc. SIAM Int. Conf. on Data Mining SDM'09, Apr 2009, Sparks, Nevada, United States. pp.317-328, ⟨10.1137/1.9781611972795.28⟩

Communication dans un congrès hal-01437649v1
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Spatial analysis of dynamic movements of Vélo'v, Lyon's shared bicycle program

Pierre Borgnat , Eric Fleury , Céline Robardet , Antoine Scherrer

ECCS'09, Sep 2009, Warwick, United Kingdom

Communication dans un congrès ensl-00408150v1

Constraint-based Pattern Mining in Dynamic Graphs

Céline Robardet

IEEE International Conference on Data Mining, Dec 2009, Miami, Floride, United States. pp.950-955, ⟨10.1109/ICDM.2009.99⟩

Communication dans un congrès hal-01437815v1
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An inductive database prototype based on virtual mining views

Hendrik Blockeel , Toon Calders , Elisa Fromont , Bart Goethals , Adriana Prado et al.

SIGKDD international conference on Knowledge discovery and data mining, Aug 2008, Las Vegas, United States. pp.1061-1064, ⟨10.1145/1401890.1402019⟩

Communication dans un congrès hal-00372017v1

Description and simulation of dynamic mobility networks

Eric Fleury , Antoine Scherrer , Pierre Borgnat , Jean-Loup Guillaume , Céline Robardet

Dynamics on and of Complex Networks – II, Sep 2008, Jerusalem, Israel

Communication dans un congrès inria-00397375v1

A Methodology to Identify Characteristics of the Dynamic of Mobile Networks

Antoine Scherrer , Pierre Borgnat , Eric Fleury , Jean-Loup Guillaume , Céline Robardet

ACM ASIAN INTERNET ENGINEERING CONFERENCE (AINTEC), Nov 2008, Bangkok, Thailand

Communication dans un congrès inria-00397374v1

Data-Peeler: Constraint-based Closed Pattern Mining in n-ary Relations

Loïc Cerf , Jérémy Besson , Céline Robardet , Jean-François Boulicaut

SIAM International Conference on Data Mining SDM'08, Apr 2008, Atlanta, United States. pp.37-48

Communication dans un congrès hal-01500635v1

Transcriptomique

Jean-François Boulicaut , Federica Calevro , H. Charles , J.M. Fayard , G. Febvay et al.

Journée INSA de Lyon "BioIngénierie / Sciences et Ingénierie du Vivant", 2008, Villeurbanne (France), juillet 2008, France. pp.1-1

Communication dans un congrès hal-00391255v1

Communities detection and analysis of their dynamics in collaborative networks

Manel Ben Jdidia , Céline Robardet , Eric Fleury

Dynamic Virtual Communities: From Connectivity to Information Society, 2007, Lyon, France

Communication dans un congrès inria-00398813v1

Analysis of Dynamic Sensor Networks: Power Law Then What?

Eric Fleury , Jean-Loup Guillaume , Céline Robardet , Antoine Scherrer

Second International Conference on COMmunication Systems softWAre and middlewaRE (COMSWARE 2007), 2007, Bangalore, India

Communication dans un congrès inria-00398809v1

A New Way to Aggregate Preferences: Application to Eurovision Song Contests

Jérémy Besson , Céline Robardet

IDA'07, Sep 2007, Ljubljana, Slovenia. pp.152-162

Communication dans un congrès hal-01535505v1
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Loi de puissance et caractérisation des réseaux dynamiques

Eric Fleury , Jean-Loup Guillaume , Céline Robardet , Antoine Scherrer

9ème Rencontres Francophones sur les Aspects Algorithmiques des Télécommunications, May 2007, Ile d'Oléron, France. pp.17-20

Communication dans un congrès inria-00176964v1

Co-classification sous contraintes

Ruggero G Pensa , Céline Robardet , Jean-François Boulicaut

cAp 2006, May 2006, Trégastel, France

Communication dans un congrès hal-01535523v1

Mining bi-sets in numerical data

Jérémy Besson , Céline Robardet , Luc de Raedt , Jean-François Boulicaut

KIDID@ECMLPKDD, Sep 2006, berlin, Germany

Communication dans un congrès hal-01535501v1

Constraint-based mining of fault-tolerant patterns from Boolean data

Ruggero G Pensa , Jérémy Besson , Céline Robardet , Jean-François Boulicaut

KDID@ECMLPKDD, Sep 2005, porto, Portugal

Communication dans un congrès hal-01535545v1

Towards constrained co-clustering in ordered 0/1 data sets

Ruggero G Pensa , Céline Robardet , Jean-François Boulicaut

ISMIS, Apr 2006, Bari, Italy. pp.424-434

Communication dans un congrès hal-01535515v1

Mining a new fault-tolerant pattern type as an alternative to formal concept discovery

Jérémy Besson , Céline Robardet , Jean-François Boulicaut

ICCS, Jul 2006, Aalborg, Denmark

Communication dans un congrès hal-01535528v1

Constraint-based Mining of Fault Tolerant Patterns from Boolean Data

Jérémy Besson , Ruggero G. Pensa , Céline Robardet , Jean-François Boulicaut

KDID@ECMLPKDD, Sep 2005, Berlin, Germany

Communication dans un congrès hal-01535562v1

Approximation de concepts formels par des bi-ensembles denses et pertinents

Jérémy Besson , Céline Robardet , Jean-François Boulicaut

Actes de la conférence francophone d'apprentissage automatique, CAp 2005, Jun 2005, Nice, France. pp.313-328

Communication dans un congrès hal-01535553v1

A bi-clustering framework for categorical data

Céline Robardet , Ruggero G Pensa , Jean-François Boulicaut

9th European Conf. on Principles and Practice of Knowledge Discovery in Databases, PKDD'05, Sep 2005, Porto, Portugal. pp.643-650, ⟨10.1007/11564126_68⟩

Communication dans un congrès hal-01535565v1

Using classification and visualization on pattern databases for gene expression data analysis

Céline Robardet , Ruggero Pensa , Jérémy Besson , Jean-François Boulicaut

International Workshop on Pattern Representation and Management, PaRMa 2004, Mar 2004, Heraclion, Greece. pp.107-118

Communication dans un congrès hal-01589984v1

Constraint-based mining of formal concepts in transactional data

Jérémy Besson , Céline Robardet , Jean-François Boulicaut

8th Pacific-Asia Conference on Knowledge Discovery and Data Mining PaKDD'04, May 2004, sydney, Australia. pp.615-624

Communication dans un congrès hal-01535575v1
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Mining formal concepts with a bounded number of exceptions from transactional data

Jérémy Besson , Céline Robardet , Jean-François Boulicaut

3rd International Workshop on Knowledge Discovery in Inductive Databasesv (KDID'04), Sep 2004, Pise, Italy. pp.33-45, ⟨10.1007/978-3-540-31841-5_3⟩

Communication dans un congrès hal-01588190v1

Optimizing subset queries: a step towards SQL-based inductive databases for itemsets

Cyrille Masson , Céline Robardet , Jean-François Boulicaut

2004 ACM Symposium of Applied Computing, SAC'2004, Mar 2004, Nicosia, Cyprus. pp.535-539, ⟨10.1145/967900.968013⟩

Communication dans un congrès hal-01590027v1

Recherche de groupes de gènes intéressants dans des données d'expression: apport des ensembles fréquents

Olivier Gandrillon , Jean-François Boulicaut , Céline Robardet , Sylvain Blachon , Jérémy Besson et al.

Atelier Fouille de données biopuces à EGC 2003, Lyon, 22 janvier 2003, Jan 2003, lyon, France

Communication dans un congrès hal-01535497v1

Mining concepts from large SAGE gene expression matrices

François Rioult , C. Robardet , Sylvain Blachon , Bruno Crémilleux , Olivier Gandrillon et al.

International Workshop on Knowledge Discovery in Inductive Databases (KDID'03) co-located with ECML/PKDD'03, 2003, Catvat-Dubrovnik, Croatia. pp.107-108

Communication dans un congrès hal-00324820v1

Extraction de régularités dans des données d'expression SAGE humaines

Sylvain Blachon , Céline Robardet , Jean-François Boulicaut , Olivier Gandrillon

Actes Journée Informatique pour l'analyse du transcriptome JPGD'03, Jan 2003, lyon, France

Communication dans un congrès hal-01535493v1

Characterization of unsupervised clusters with the simplest association rules: application for child's meningitis

C. Robardet , Bruno Crémilleux , J.-F. Boulicaut

proceedings of the Seventh Int. workshop Intelligent Data Analysis in Medicine and Pharmacology (IDAMAP 02) co-located with ECAI 02, 2002, France. pp.61-66

Communication dans un congrès hal-00324768v1

Supporting the Discovery of Relevant Topological Patterns in Attributed Graphs

Julien Salotti , Marc Plantevit , Céline Robardet , Jean-François Boulicaut

Jilles Vreeken, Charles Ling, Mohammed Javeed Zaki, Arno Siebes Jeffrey Xu Yu, Bart Goethals, Geoffrey I. Webb, Xindong Wu. Demo Session of the IEEE International Conference on Data Mining (IEEE ICDM 12), Dec 2012, Brussels, Belgium. IEEE Computer Society, pp.898-901, 2012, ⟨10.1109/ICDMW.2012.38⟩

Poster de conférence hal-01353106v1

Constrained-Based Closed Pattern Mining in n-ary Relations

Loïc Cerf , Jérémy Besson , Céline Robardet , Jean-François Boulicaut

SML - Spring Workshop on Mining and Learning 2008, May 2008, Traben-Trarbach, Germany. pp.1-1, 2008

Poster de conférence hal-01501377v1

Extraction d'hyper-rectangles fermés sous contraintes

Loïc Cerf , Jérémy Besson , Céline Robardet , Jean-François Boulicaut

Atelier Bases de Données Inductives BDI'07 organisé dans le cadre de la plate-forme AFIA 2007, Jul 2007, Grenoble, France. pp.1-2, 2007

Poster de conférence hal-01590451v1

SQUAT: a web tool to mine SAGE data.

Johan Leyritz , Céline Keime , Sylvain Blachon , Céline Robardet , Jean-François Boulicaut et al.

Journées Ouvertes Biologie Informatique Mathématiques, JOBIM'07, Jul 2007, Marseille, France. 2007

Poster de conférence hal-01590433v1

Using formal concepts for biological knowledge discovery from human SAGE data

Sylvain Blachon , Ruggero Pensa , Jérémy Besson , Céline Robardet , Jean-François Boulicaut et al.

Journées Ouvertes Biologie Informatique Mathématiques JOBIM'05, Jul 2005, Lyon, France, France. pp.1-2, 2005

Poster de conférence hal-01534988v1

Extraction of relevant transcription modules using pattern discovery

Jérémy Besson , Céline Robardet , E. Meugnier , Sophie Rome , Jean-François Boulicaut

Integrative Post-Genomics, IPG'04, Oct 2004, Lyon, France. 2004

Poster de conférence hal-01614796v1

Transformation from Graphs to Signals and Back

Ronan Hamon , Pierre Borgnat , Patrick Flandrin , Céline Robardet

Vertex-Frequency Analysis of Graph Signals, Springer International Publishing, pp.111-139, 2019, Signals and Communication Technology, ⟨10.1007/978-3-030-03574-7_2⟩

Chapitre d'ouvrage hal-01949745v1

Local Pattern Detection in Attributed Graphs

Jean-François Boulicaut , Marc Plantevit , Céline Robardet

Solving Large Scale Learning Tasks. Challenges and Algorithms - Essays Dedicated to Katharina Morik on the Occasion of Her 60th Birthday, pp.168-183, 2016, ⟨10.1007/978-3-319-41706-6_8⟩

Chapitre d'ouvrage hal-02016506v1

A Dynamical Network View of Lyon's Vélo'v Shared Bicycle System

Pierre Borgnat , Céline Robardet , Patrice Abry , Patrick Flandrin , Jean-Baptiste Rouquier et al.

A. Mukherjee, M. Choudhury, F. Peruani, N. Ganguly, B. Mitra Dynamics On and Of Complex Networks, Volume 2: Applications to Time-Varying Dynamical Systems , springer, pp.267-284, 2013

Chapitre d'ouvrage hal-01339131v1

Data Mining Techniques for Communities' Detection in Dynamic Social Networks

Céline Robardet

Ben Kei Daniel. Handbook of Research on Methods and Techniques for Studying Virtual Communities: Paradigms and Phenomena, IGI Global, pp.88-102, 2011, ⟨10.4018/978-1-60960-040-2.ch005⟩

Chapitre d'ouvrage hal-01354398v1
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Inductive Querying with Virtual Mining Views

Hendrik Blockeel , Toon Calders , Elisa Fromont , Bart Goethals , Adriana Prado et al.

Džeroski, Sašo; Goethals, Bart; Panov, Panče (Eds.). Inductive Databases and Constraint-Based Data Mining, Springer, pp.265-288, 2010

Chapitre d'ouvrage hal-00531170v1
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A Practical Comparative Study Of Data Mining Query Languages

Hendrik Blockeel , Toon Calders , Elisa Fromont , Bart Goethals , Adriana Prado et al.

Džeroski, Sašo; Goethals, Bart; Panov, Panče (Eds.). Inductive Databases and Constraint-Based Data Mining, Springer, pp.59-78, 2010

Chapitre d'ouvrage hal-00531167v1

Evolving networks

Pierre Borgnat , Eric Fleury , Jean-Loup Guillaume , Clémence Magnien , Céline Robardet et al.

Mining Massive Data Sets for Security, 19, IOS Press, pp.198-203, 2008, 978-1-58603-898-4. ⟨10.3233/978-1-58603-898-4-198⟩

Chapitre d'ouvrage hal-01301647v1

Constraint-driven Co-Clustering of 0/1 Data

Ruggero Pensa , Céline Robardet , Jean-François Boulicaut

S. Basu et al. Constrained Clustering: Advances in Algorithms, Chapman & Hall/CRC Press, pp.123-148, 2008

Chapitre d'ouvrage hal-01501910v1

Contribution to gene expression data analysis by means of set pattern mining

Céline Robardet , Ruggero Gaetano Pensa , Jérémy Besson , Jean-François Boulicaut

Constraint-based mining and Inductive Databases, 2006, Constraint-based mining and Inductive Databases

Chapitre d'ouvrage hal-01535548v1

Fouille de données et analyse du transcriptome

Céline Robardet , Claire Nédellec , Jean-François Boulicaut

Jean-François Boulicaut, Olivier Gandrillon. Informatique pour l'analyse du transcriptome, Lavoisier, pp.101-141, 2004, Traité IC2, série Informatique et Systèmes d'Information, 978-2-212-12471-2

Chapitre d'ouvrage hal-01590031v1

Fouille de données pour l'analyse du transcriptome

Céline Robardet , Claire Nédellec , Jean-François Boulicaut

Informatique pour l'analyse du transcriptome, Lavoisier Editions, 2004, 978-2-212-12471-2

Chapitre d'ouvrage hal-02833752v1