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Fabrice Guillet
Fabrice Guillet
Full Professor
Polytech Nantes, Nantes University
Polytechnics Graduate School of Engineering of Nantes University
Ecole polytechnique de l'université de Nantes
La Chantrerie rue Christian Pauc BP 50609
F-44306 Nantes Cedex 3 - France
Email: Fabrice -dot- Guillet -at- univ-nantes -dot- fr
Homepage: http://www.polytech.univ-nantes.fr/guillet-f/
ORCID: 0000-0002-1397-6497
Phone: (33) (0) 2 40 68 32 00
Fax: (33) (0) 2 40 68 32 32
Teachings
Computer Science Departement - Polytech Nantes
Computer Sciences, Business Intelligence, Data Mining, Knowledge Management, Semantic Web
Data Science Master (DS Master)
Relational pattern mining, Knowledge Quality
IMT GIPAD : Introduction to Data Mining
Erasmus Mundus Master programme in Data Mining and Knowledge Management (EM-DMKM)
relational pattern mining
Research
Topics: Data Science
Knowledge Discovery in Databases (data Mining)
Frequent pattern based and unsupervised machine learning, model learning, ontology learning, textual data
Knowledge quality (interestingness measures)
Knowledge visualization (visual analytics, interactive and visual mining of patterns)
Knowledge Management and Engineering
Ontology (representation and matching)
Current research projets / working group
[2018-] DALHIA (EGC working group): DigitAl Humanities and cuLtural herItAge: data and knowledge management and analysis
[2023-] Ontology Learning : knowledge graph learning from text with semi/unsupervised model and GNN
[2024-] A-SITM : Analyzing Semantic Indoor Trajectories for understanding Museum visitors’ movement, based on graph representions
[2020-] SketchOscent : Knowledge Graph, Data Science and Semantic Web for shared aroma knowledge visualization, categorization, and analysis
[2017-] Ontology learning from text by using jointly semi supervised topic modeling, prior knowledge graphs and word embeddings
[2012-] WheelOscent : Data and knowledge Science for aroma profile annotation, discovery and analysis
[2014-2018] ANR ANTIMOINE (Anthropologie des territoires, Lecture du patrimoine) : Ontology learning with topic modeling and pattern mining from text in the framework of cultural heritage of Britany region
[2000-] SIA - Theory and applications of statistical implicative analysis SIA - Theory and applications of statistical implicative analysis
Education
2006 : Habilitation (HdR) in Computer Science, University of Nantes.
1995 : Ph.D in Computer Science, university of Rennes I.
1989 : Ingénieur, National Graduate Engineering School of Telecommunications (ENST de Bretagne).
1987 : M.Sc. (Master) in Telecommunication, university of Rennes I.
Research responsibilities
[2023 to date] Member of the executive board of the French-speaking association of research for « Knowledge Extraction and Management » (EGC). Formerly, Founding member since 2003, Treasurer from 2007 to 2015, President from 2015 to 2019, and Vice-President from 2019 to 2023 .
[2003 to date] Member of the Steering committee of EGC International French-speaking conference "Extraction et Gestion des Connaissances" (EGC).
[2014-2018] Coordinator of DUKe/LINA Team in the national funded research project (ANR) ANTIMOINE
Teaching responsibilities
[2009-2017] Responsible of the Erasmus Mundus Master program in "Data Mining and Knowlege Management" (EM-DMKM) in Polytech'Nantes. In charge of the international partnership program (30 foreign companies and universities), and of the video-conferencing system.
[2007-2017] Responsible of the ECD Master program in Computer Science in Polytech'Nantes (co-responsible from 2007 to 2009). In charge of the international coordination with Bucarest-Roumania and Can,tho-Vietnam, and of the multisite video-conferencing system.
[2001-2017] Head of International Relations of the Computer Science departement, Polytech'Nantes. In charge of student placements in international universities and companies (50-60/year), student exchanges (10-15 semesters/year), invited teachers (1-2 invited month/year), inter-university agreements (40 signed agreements).
Conference Chairs
Chair of the program committee of the 8th EGC conference (EGC'2008), Nice 2008.
Co-Chair of the program committee of 4 workshops «Data and Knowledge Quality », DKQ/EGC, Paris 2005, Lille 2006, Namur 2007, Nice 2008.
Chair of the organization committee of the 1st EGC conference, Nantes 2001.
Program Committees
Participation to International Program Committees: IEEE/ACM DSAA [2017, 2016, 2015, 2014] , IEEE ICDM [2020, 2018, 2016, 2013, 2012, 2011, 2010, 2007, 2006], ACM CIKM [2013, ,2012], eKNOW [2018, 2017], IEEE KSE-CADM [2016], SIAM SDM [2011, 2010], IEEE/ACM ASONAM [2013, 2012, 2011, 2010], COMPSTAT[2010], ACM KDD [2009], ISMIS [2012, 2011], QIMIE/PKDD [2015, 2013, 2011, 2009], DS [2007,2006,2005,2004], IEEE ICTAI [2006], PKAW/PRICAI [2010,2008,2006], AMSDA [2009,2007,2005], VDM/IEEE ICDM [2003,2004], HCP [2008,2003], CIFA [2009], ISPA [2007], ICSCS[2012], CIIA[2013,2012,2011,2009], as external reviewer : PKDD [2001,00], IASC [2007], ISMIS [2003,02], ADVIS [2002], KMTA/PKDD [2000], HCP [1999].
Participation to National Program Committees: EGC [2013, 12, 11, 10, 09, ...,01], VIF/EGC [2013,12], QDC/EGC[2010,09,08,07,06,05], WS/EGC [2010], VEC/EGC [2003,04], MEC/EGC [2005,06,07], ASI [2015, 2013, 12, 10, 07, 05, 03, 00], as external reviewer : Inforsid [2002,04]
Publications
See google scholar for a recent analysis of citations
See DBLP:Fabrice Guillet index for recent publications
and HAL for the whole list of publications
Publication of Refereed Books
Co-Editor of international refereed books:
F. Guillet and H. Hamilton (eds), « Quality measures in Data Mining », Vol. 43, 2007, Springer. doi: 10.1007/978-3-540-44918-8, link, SpringerLink
R. Gras, E. Suzuki, F. Guillet and F. Spagnolo (eds), « Statistical Implicative Analysis - Theory and Applications », Vol. 127, 2008, Springer. doi: 10.1007/978-3-540-78983-3, link, SpringerLink
H. Briand, F. Guillet, G. Ritschard and D. Zighed (eds), « Advances In Knowledge Discovery and Management », Vol. 292, 2010, Springer. doi: 10.1007/978-3-642-00580-0, link, SpringerLink.
F. Guillet, G. Ritschard and D. Zighed (eds), « Advances In Knowledge Discovery and Management - Vol 2 », Vol. 398, 2012, Springer. doi: 10.1007/978-3-642-25838-1, link, SpringerLink.
F. Guillet, B. Pinaud, G. Venturini and D. Zighed (eds), « Advances In Knowledge Discovery and Management - Vol 3 », Vol. 471, 2013, Springer. doi: 10.1007/978-3-642-35855-5, link, SpringerLink.
F. Guillet, B. Pinaud, G. Venturini, D. Zighed (eds.), « Advances in Knowledge Discovery and Management - Vol 4 », Vol. 527, 2014, Springer. doi: 10.1007/978-3-319-02999-3, link, SpringerLink.
F. Guillet, B. Pinaud, G. Venturini, D. Zighed (eds.), « Advances in Knowledge Discovery and Management - Vol 5 », Vol. 615, 2016, Springer. doi: 10.1007/978-3-319-23751-0, link, SpringerLink.
F. Guillet, B. Pinaud, G. Venturini(eds.), « Advances in Knowledge Discovery and Management - Vol 6 », Vol. 665, 2017, Springer. doi: 10.1007/978-3-319-45763-5, link, SpringerLink.
F. Guillet, B. Pinaud, G. Venturini(eds.), « Advances in Knowledge Discovery and Management - Vol 7 », Vol. 732, 2018, Springer. doi: 10.1007/978-3-319-65406-5, link, SpringerLink.
B. Pinaud, F. Guillet, F. Gandon, C. Largeron (eds.), « Advances in Knowledge Discovery and Management - Vol 8 », Vol. 834, 2019, Springer. doi: 10.1007/978-3-030-18129-1, link, SpringerLink.
R. Jaziri, A. Martin, M.-C. Rousset, L. Boudjeloud-Assala, & F. Guillet (eds.). « Advances in Knowledge Discovery and Management - vol 9», Vol. 1004, 2022, Springer, doi:10.1007/978-3-030-90287-2 , link, SpringerLink.
R. Jaziri, A. Martin, A. Cornuéjols, E. Cuvelier & F. Guillet (eds.). « Advances in Knowledge Discovery and Management - vol 10», Vol. 1110, 2024, Springer, doi:10.1007/978-3-031-40403-0 , link, SpringerLink.
Co-Editor of special issues of french-speaking reviews:
Tutorials
Howard Hamilton and Fabrice Guillet, "Interestingness Measures for Knowledge Discovery", Discovery Science 2009, Porto, Portugal. pdf, video.
Fabrice Guillet, "Mesure de la qualité des connaissances en ECD", actes des ateliers, EGC 2004, Clermont-Ferrand, France. pdf.
Tools
SketchOScent: https://oniris-polytech.univ-nantes.io/sketchoscent
AROMA: (cf J. David)
ARVIS: (cf J. Blanchard)
Supervision of PhD's students
Alaa Eddine Siouane (2027). Analyzing Semantic Indoor Trajectories for understanding Museum visitors’ movement (A-STIM). MESR grant, ED MathSTIC.
Othmane Kabal (2026). Combining Knowledge graph embedding and prior knowledge based semi-supervised learning for ontology learning from text. CNRS international grant, ED MathSTIC.
Ziwei Xu (2021). Enchancing LDA for Ontology Learning. MESR grant, ED MathSTIC.
Lambert Pépin (2015). Fouille exploratoire de comportements nouveaux et atypiques dans les média sociaux pour la relation client. Cifre grant, EDF R&D.
Zohra Ben Said (2013). Fouille de données à l’aide de techniques de réalité virtuelle. Regional grant.
Thomas Piton (2011). Une Méthodologie de Recommandations Produits Fondée sur l’Actionnabilité et l’Intérêt Économique des Clients - Application à la Gestion de la Relation Client du groupe VMMatériaux. CIFRE grant, Vendée Matériaux (VM)
Claudia Marinica (2010). Association Rule Interactive Post-processing using Rule Schemas and Ontologies - ARIPSO. Regional grant.
Stéphane Daviet (2009). Etude du comportement humain grâce à la simulation multi-agents et aux méthodes de fouille de données temporelles. Cifre grant, PerformanSE SA.
Jérôme David (2007). AROMA : une méthode pour la découverte d’alignements orientés entre ontologies à partir de règles d’association. Fondation VédiorBis grant, Fondation de France.
Xuan-Hiep Huynh (2006). Interestingness measures for association rules in a KDD process : Postprocessing of rules with ARQAT tool. Vietnamese Government Excellence Scholarship.
Julien Blanchard (2005). Un système de visualisation pour l’extraction, l’évaluation, et l’exploration interactives des règles d’association. Fondation VédiorBis grant, Fondation de France.
Sylvie Guillaume (2000). Traitement des données volumineuses - Mesures et algorithmes d’extraction de règles d’association et de règles ordinales. Cifre grant, La Poste.
Rémi Lehn (2000). Un système interactif de visualisation et de fouille de règles pour l'extraction de connaissances dans les bases de données. Cifre grant, PerformanSE SA.
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