Pierre Monnin
Junior Fellow in AI at Université Côte d'Azur
Research within the Wimmics team
Teaching within EFELIA Côte d'Azur
I3S Laboratory
930 Route des Colles, BP 145
06903 Sophia Antipolis Cedex, France
Full list of publications available on Google Scholar and dblp
Claudia d’Amato, Louis Mahon, Transactions on Graph Data and Knowledge, 2023, 1 (1), 8:1-8:35.
, Giorgos Stamou. Machine Learning and Knowledge Graphs: Existing Gaps and Future Research Challenges.Jiaoyan Chen, Hang Dong, Janna Hastings, Ernesto Jiménez-Ruiz, Vanessa López, Transactions on Graph Data and Knowledge, 2023, 1 (1), 5:1-5:33.
, Catia Pesquita, Petr Škoda, Valentina Tamma. Knowledge Graphs for the Life Sciences: Recent Developments, Challenges and Opportunities.Nicolas Hubert, Semantic Web, 2023, 14 (6), 1273-1309.
, Armelle Brun, Davy Monticolo. Sem@K: Is my knowledge graph embedding model semantic-aware?.Jixiong Liu, Yoan Chabot, Raphaël Troncy, Viet-Phi Huynh, Thomas Labbé, Journal of Web Semantics, 2023.
. From Tabular Data to Knowledge Graphs: A Survey of Semantic Table Interpretation Tasks and Methods.Semantic Web, 2022, 13 (3), 379-398.
, Chedy Raïssi, Amedeo Napoli, Adrien Coulet. Discovering alignment relations with Graph Convolutional Networks: a biomedical case study.Emmanuel Bresso*, BMC medical informatics and decision making, BioMed Central, 2021, 21 (1), 1-14.
, Cédric Bousquet, François-Élie Calvier, Ndeye-Coumba Ndiaye, Nadine Petitpain, Malika Smaïl-Tabbone, Adrien Coulet. Investigating ADR mechanisms with Explainable AI: a feasibility study with knowledge graph mining.* equal contributions
BMC Bioinformatics, BioMed Central, 2019, 20 (S4).
, Joël Legrand, Graziella Husson, Patrice Ringot, Andon Tchechmedjiev, Clément Jonquet, Amedeo Napoli, Adrien Coulet. PGxO and PGxLOD: a reconciliation of pharmacogenomic knowledge of various provenances, enabling further comparison.Nicolas Hubert, The Semantic Web - 21st International Conference, ESWC 2024, Hersonissos, Crete, Greece, May 26 - 30, 2024.
, Armelle Brun, Davy Monticolo. Treat Different Negatives Differently: Enriching Loss Functions with Domain and Range Constraints for Link Prediction.Nicolas Hubert, The Semantic Web - 21st International Conference, ESWC 2024, Hersonissos, Crete, Greece, May 26 - 30, 2024.
, Mathieu d'Aquin, Davy Monticolo, Armelle Brun. PyGraft: Configurable Generation of Synthetic Schemas and Knowledge Graphs at Your Fingertips.Rémi Felin, Genetic Programming - 27th European Conference, EuroGP 2024, Held as Part of EvoStar 2024, Aberystwyth, Wales, United Kingdom, April 3-5, 2024.
, Catherine Faron, Andrea Tettamanzi. An Algorithm Based on Grammatical Evolution for Discovering SHACL Constraints.Nicolas Hubert, Heiko Paulheim, Proceedings of the 12th International Conference on Knowledge Capture, K-CAP 2023, Pensacola, Florida, USA, December 5-7, 2023.
, Armelle Brun, Davy Monticolo. Schema First! Learn Versatile Knowledge Graph Embeddings by Capturing Semantics with MASCHInE.Lucas Jarnac, Miguel Couceiro, Proceedings of the 32nd ACM International Conference on Information & Knowledge Management (CIKM 2023), Birmingham, UK, October 21-25, 2023.
. Relevant Entity Selection: Knowledge Graph Bootstrapping via Zero-Shot Analogical Pruning.Nicolas Hubert, Knowledge Engineering and Knowledge Management - 23rd International Conference, EKAW 2022, Bolzano, Italy, September 26-29, 2022.
, Armelle Brun, Davy Monticolo. New Strategies for Learning Knowledge Graph Embeddings: the Recommendation Case.Proceedings of the First International Conference "Algebras, graphs and ordered sets", ALGOS 2020, Online (originally planned in Nancy, France), August 26-28, 2020.
, Emmanuel Bresso, Miguel Couceiro, Malika Smaïl-Tabbone, Amedeo Napoli, Adrien Coulet. Tackling scalability issues in mining path patterns from knowledge graphs: a preliminary study.Foundations of Intelligent Systems - 23rd International Symposium, ISMIS 2017, Warsaw, Poland, June 26-29, 2017.
, Mario Lezoche, Amedeo Napoli, Adrien Coulet. Using Formal Concept Analysis for Checking the Structure of an Ontology in LOD: The Example of DBpedia.Mina Abd Nikooie Pour, Alsayed Algergawy, Patrice Buche, Leyla Jael Castro, Jiaoyan Chen, Adrien Coulet, Julien Cufi, Hang Dong, Omaima Fallatah, Daniel Faria, Irini Fundulaki, Sven Hertling, Yuan He, Ian Horrocks, Martin Huschka, Liliana Ibanescu, Sarika Jain, Ernesto Jiménez-Ruiz, Naouel Karam, Patrick Lambrix, Huanyu Li, Ying Li, Proceedings of the 18th International Workshop on Ontology Matching co-located with the 22nd International Semantic Web Conference (ISWC 2023), Athens, Greece, November 7, 2023.
, Engy Nasr, Heiko Paulheim, Catia Pesquita, Tzanina Saveta, Pavel Shvaiko, Guilherme Sousa, Cássia Trojahn, Jana Vatascinová, Mingfang Wu, Beyza Yaman, Ondrej Zamazal, and Lu Zhou. Results of the Ontology Alignment Evaluation Initiative 2023.Lucas Jarnac, Proceedings of the 3rd Wikidata Workshop 2022 co-located with the 21st International Semantic Web Conference (ISWC2022), Virtual Event, Hanghzou, China, October 2022.
. Wikidata to Bootstrap an Enterprise Knowledge Graph: How to Stay on Topic?.Nicolas Hubert, Proceedings of the Workshop on Deep Learning for Knowledge Graphs (DL4KG2022) co-located with the 21st International Semantic Web Conference (ISWC 2022), Virtual Conference, online, October 24, 2022.
, Armelle Brun, Davy Monticolo. Knowledge Graph Embeddings for Link Prediction: Beware of Semantics!Proceedings of the 17th International Workshop on Ontology Matching co-located with the 21st International Semantic Web Conference (ISWC 2022), Hangzhou, China, October 23, 2022, moved online.
, Adrien Coulet. Matching Pharmacogenomic Knowledge: Particularities, Results, and Perspectives.Workshop Proceedings of the 30th International Conference on Case-Based Reasoning co-located with the 30th International Conference on Case-Based Reasoning (ICCBR 2022), Nancy (France), September 12-15th, 2022.
, Miguel Couceiro. Interactions Between Knowledge Graph-Related Tasks and Analogical Reasoning: A Discussion.Viet-Phi Huynh, Jixiong Liu, Yoan Chabot, Frédéric Deuzé, Thomas Labbé, Proceedings of the Semantic Web Challenge on Tabular Data to Knowledge Graph Matching (SemTab 2021) co-located with the 20th International Semantic Web Conference (ISWC 2021), Virtual conference, October 27, 2021.
, Raphaël Troncy. DAGOBAH: Table and Graph Contexts for Efficient Semantic Annotation of Tabular Data.Viet-Phi Huynh, Jixiong Liu, Yoan Chabot, Thomas Labbé, Proceedings of the Semantic Web Challenge on Tabular Data to Knowledge Graph Matching (SemTab 2020) co-located with the 19th International Semantic Web Conference (ISWC 2020), Virtual conference (originally planned to be in Athens, Greece), November 5, 2020.
, Raphaël Troncy. DAGOBAH: Enhanced Scoring Algorithms for Scalable Annotations of Tabular Data.Proceedings of the Workshop on Deep Learning for Knowledge Graphs (DL4KG2019) Co-located with the 16th Extended Semantic Web Conference 2019 (ESWC 2019), Portoroz, Slovenia, June 2, 2019.
, Chedy Raïssi, Amedeo Napoli, Adrien Coulet. Knowledge Reconciliation with Graph Convolutional Networks: Preliminary Results.Proceedings of the EKAW Doctoral Consortium 2018 co-located with the 21st International Conference on Knowledge Engineering and Knowledge Management (EKAW 2018), Nancy, France, November 13, 2018.
. Discovering and Comparing Relational Knowledge, the Example of Pharmacogenomics.Proceedings of the 6th International Workshop ``What can FCA do for Artificial Intelligence?'' co-located with International Joint Conference on Artificial Intelligence and European Conference on Artificial Intelligence (IJCAI/ECAI 2018), Stockholm, Sweden, July 13, 2018.
, Amedeo Napoli, Adrien Coulet. Combining Concept Annotation and Pattern Structures for Guiding Ontology Mapping.Methods, tools & platforms for Personalized Medicine in the Big Data Era, NETTAB 2017, Palermo, Italy, October 16-18, 2017.
, Clément Jonquet, Joël Legrand, Amedeo Napoli, Adrien Coulet. PGxO: A very lite ontology to reconcile pharmacogenomic knowledge units.ECAI 2024 - 27th European Conference on Artificial Intelligence, October 19-24, 2024, Santiago de Compostela, Spain.
, Cherif-Hassan Nousradine, Lucas Jarnac, Laurel Zuckerman, Miguel Couceiro. KGPrune: a Web Application to Extract Subgraphs of Interest from Wikidata with Analogical Pruning.Rémi Felin, The Semantic Web: ESWC 2024 Satellite Events, Hersonissos, Crete, Greece, May 26 - May 30, 2024.
, Catherine Faron, Andrea Tettamanzi. RDFminer: an Interactive Tool for the Evolutionary Discovery of SHACL Shapes.Christophe Sarthou-Camy, Guillaume Jourdain, Yoan Chabot, The Semantic Web: ESWC 2022 Satellite Events, Hersonissos, Crete, Greece, May 29 - June 2, 2022.
, Frédéric Deuzé, Viet-Phi Huynh, Jixiong Liu, Thomas Labbé, Raphaël Troncy. DAGOBAH UI: A New Hope for Semantic Table Interpretation. (demonstration)Yoan Chabot, Proceedings of the ISWC 2021 Posters, Demos and Industry Tracks: From Novel Ideas to Industrial Practice co-located with 20th International Semantic Web Conference (ISWC 2021), Virtual Conference, October 24-28, 2021.
, Frédéric Deuzé, Viet-Phi Huynh, Thomas Labbé, Jixiong Liu, Raphaël Troncy. A Framework for Automatically Interpreting Tabular Data at Orange. (extended industry abstract)Ontologies and Concepts in Mind and Machine - 25th International Conference on Conceptual Structures, ICCS 2020, Bolzano, Italy, September 18–20, 2020.
, Miguel Couceiro, Amedeo Napoli, Adrien Coulet. Knowledge-Based Matching of n-ary Tuples. (short paper)François-Élie Calvier, MedInfo 2019, Lyon, France, August 26-30, 2019.
, Miguel Boland, Patryk Jarnot, Emmanuel Bresso, Malika Smaïl-Tabbone, Adrien Coulet, Cedric Bousquet. Providing Molecular Characterization for Unexplained Adverse Drug Reactions. Podium Abstract.Lucas Jarnac, Wiki Workshop (10th edition), Virtual Event, May 11, 2023.
. Wikidata to Bootstrap an Enterprise Knowledge Graph: How to Stay on Topic?. Presented atSymbolic methods for data-interlinking co-located with the 21st International Conference on Knowledge Engineering and Knowledge Management (EKAW 2018), Nancy, France, November 12, 2018.
, Amedeo Napoli, Adrien Coulet. Data-Interlinking: the Seed of Knowledge Reconciliation in Pharmacogenomics. Presented at the WorkshopRémi Felin, Extraction et Gestion des Connaissances, EGC 2024, Dijon, France, January 22-26, 2024.
, Catherine Faron, Andrea Tettamanzi. Extraction probabiliste de formes SHACL à l’aide d’algorithmes évolutionnaires.Viet-Phi Huynh, Jixiong Liu, Yoan Chabot, Frédéric Deuzé, Thomas Labbé, IC 2022 : 33es Journées francophones d'Ingénierie des Connaissances (Proceedings of the 33rd French Knowledge Engineering Conference), Saint-Etienne, France, June 29 - July 1, 2022.
, Raphaël Troncy. DAGOBAH: Annotation sémantique de données tabulaires par comparaison du contexte des tables et d'un graphe de connaissances.Santé & IA 2022, Saint-Etienne, France, June 28, 2022.
, Chedy Raïssi, Amedeo Napoli, Adrien Coulet. Combiner plongements de graphes et clustering pour l'alignement de connaissances pharmacogénomiques.JOBIM 2022 - Journées Ouvertes en Biologie, Informatique et Mathématiques, Rennes, France, July 05-08, 2022.
, Joël Legrand, Adrien Coulet. PGxCorpus and PGxLOD: two shared resources for knowledge management in pharmacogenomics.BDA 2017 - 33ème Conférence sur la Gestion de Données — Principes, Technologies et Applications, Nancy, France, November 14-17, 2017.
, Amedeo Napoli, Adrien Coulet. Discovering Subsumption Axioms with Concept Annotation.Nicolas Hubert, IC 2024 : 35es Journées francophones d’Ingénierie des Connaissances, La Rochelle, France, July 3-5, 2024.
, Mathieu d’Aquin, Davy Monticolo, Armelle Brun. PyGraft: un outil Python pour la génération de schémas et graphes de connaissance synthétiques.Nicolas Hubert, Conférence Nationale en Intelligence Artificielle, CNIA 2024, Annual French AI Conference, La Rochelle, France, July 3-5, 2024.
, Armelle Brun, Davy Monticolo. Enrichissement de fonctions de perte avec contraintes de domaine et co-domaine pour la prédiction de liens dans les graphes de connaissance.Lucas Jarnac, Miguel Couceiro, 32èmes Rencontres Francophones sur la Logique Floue et ses Applications (LFA 2023), Bourges, France, November 9-10, 2023.
. Relevant Entity Selection: Knowledge Graph Bootstrapping via Zero-Shot Analogical Pruning.Emmanuel Bresso*, JOBIM 2022 - Journées Ouvertes en Biologie, Informatique et Mathématiques, Rennes, France, July 05-08, 2022.
, Cédric Bousquet, François-Élie Calvier, Ndeye-Coumba Ndiaye, Nadine Petitpain, Malika Smaïl-Tabbone, Adrien Coulet. Investigating ADR mechanisms with Explainable AI: a feasibility study with knowledge graph mining.* equal contributions
Yoan Chabot, SemWeb.Pro 2021, Remote, December 9, 2021.
, Thomas Labbé. DAGOBAH : Des outils pour l'interprétation automatique de données tabulaires.. Matching and mining in knowledge graphs of the Web of data - Applications in pharmacogenomics. Université de Lorraine, 2020.
Ulrike Sattler, Aidan Hogan, Maria Keet, Valentina Presutti, João Paulo A. Almeida, Hideaki Takeda, The Semantic Web - ISWC 2022 - 21st International Semantic Web Conference, ISWC 2022, Virtual Event, October 23-27, 2022.
, Giuseppe Pirrò, and Claudia d'Amato, eds.Miguel Couceiro, Proceedings of the First International Conference "Algebras, graphs and ordered sets", ALGOS 2020, Online (originally planned in Nancy, France), August 26-28, 2020.
, Amedeo Napoli, eds.Bulletin de l'AFIA (Association Française pour l'Intelligence Artificielle) 116 (May 2022).
, Adrien Coulet. Étudier les mécanismes des effets indésirables des médicaments avec l’IA explicable : expériences avec la fouille de graphes de connaissances.1024 - Bulletin de la SiF 19 (April 2022). Société Informatique de France.
, Adrien Coulet. Projet ANR (2016-2021) "PractiKPharma" : extraction, comparaison et découverte de connaissances en pharmacogénomique.