Pierre Monnin

Junior Fellow in AI at Université Côte d'Azur
Research within the Wimmics team
Teaching within EFELIA Côte d'Azur

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I3S Laboratory
930 Route des Colles, BP 145
06903 Sophia Antipolis Cedex, France

Publications

Full list of publications available on Google Scholar and dblp

International journals (with program committee)

Claudia d’Amato, Louis Mahon, Pierre Monnin, Giorgos Stamou. Machine Learning and Knowledge Graphs: Existing Gaps and Future Research Challenges. Transactions on Graph Data and Knowledge, 2023, 1 (1), 8:1-8:35.

Jiaoyan Chen, Hang Dong, Janna Hastings, Ernesto Jiménez-Ruiz, Vanessa López, Pierre Monnin, Catia Pesquita, Petr Škoda, Valentina Tamma. Knowledge Graphs for the Life Sciences: Recent Developments, Challenges and Opportunities. Transactions on Graph Data and Knowledge, 2023, 1 (1), 5:1-5:33.

Nicolas Hubert, Pierre Monnin, Armelle Brun, Davy Monticolo. Sem@K: Is my knowledge graph embedding model semantic-aware?. Semantic Web, 2023, 14 (6), 1273-1309.

Jixiong Liu, Yoan Chabot, Raphaël Troncy, Viet-Phi Huynh, Thomas Labbé, Pierre Monnin. From Tabular Data to Knowledge Graphs: A Survey of Semantic Table Interpretation Tasks and Methods. Journal of Web Semantics, 2023.

Pierre Monnin, Chedy Raïssi, Amedeo Napoli, Adrien Coulet. Discovering alignment relations with Graph Convolutional Networks: a biomedical case study. Semantic Web, 2022, 13 (3), 379-398.

Emmanuel Bresso*, Pierre Monnin*, 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. BMC medical informatics and decision making, BioMed Central, 2021, 21 (1), 1-14.

* equal contributions

Pierre Monnin, 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. BMC Bioinformatics, BioMed Central, 2019, 20 (S4).

International conferences (with program committee)

Nicolas Hubert, Pierre Monnin, Armelle Brun, Davy Monticolo. Treat Different Negatives Differently: Enriching Loss Functions with Domain and Range Constraints for Link Prediction. The Semantic Web - 21st International Conference, ESWC 2024, Hersonissos, Crete, Greece, May 26 - 30, 2024.

Nicolas Hubert, Pierre Monnin, Mathieu d'Aquin, Davy Monticolo, Armelle Brun. PyGraft: Configurable Generation of Synthetic Schemas and Knowledge Graphs at Your Fingertips. The Semantic Web - 21st International Conference, ESWC 2024, Hersonissos, Crete, Greece, May 26 - 30, 2024.

Rémi Felin, Pierre Monnin, Catherine Faron, Andrea Tettamanzi. An Algorithm Based on Grammatical Evolution for Discovering SHACL Constraints. Genetic Programming - 27th European Conference, EuroGP 2024, Held as Part of EvoStar 2024, Aberystwyth, Wales, United Kingdom, April 3-5, 2024.

Nicolas Hubert, Heiko Paulheim, Pierre Monnin, Armelle Brun, Davy Monticolo. Schema First! Learn Versatile Knowledge Graph Embeddings by Capturing Semantics with MASCHInE. Proceedings of the 12th International Conference on Knowledge Capture, K-CAP 2023, Pensacola, Florida, USA, December 5-7, 2023.

Lucas Jarnac, Miguel Couceiro, Pierre Monnin. Relevant Entity Selection: Knowledge Graph Bootstrapping via Zero-Shot Analogical Pruning. Proceedings of the 32nd ACM International Conference on Information & Knowledge Management (CIKM 2023), Birmingham, UK, October 21-25, 2023.

Nicolas Hubert, Pierre Monnin, Armelle Brun, Davy Monticolo. New Strategies for Learning Knowledge Graph Embeddings: the Recommendation Case. Knowledge Engineering and Knowledge Management - 23rd International Conference, EKAW 2022, Bolzano, Italy, September 26-29, 2022.

Pierre Monnin, Emmanuel Bresso, Miguel Couceiro, Malika Smaïl-Tabbone, Amedeo Napoli, Adrien Coulet. Tackling scalability issues in mining path patterns from knowledge graphs: a preliminary study. Proceedings of the First International Conference "Algebras, graphs and ordered sets", ALGOS 2020, Online (originally planned in Nancy, France), August 26-28, 2020.

Pierre Monnin, Mario Lezoche, Amedeo Napoli, Adrien Coulet. Using Formal Concept Analysis for Checking the Structure of an Ontology in LOD: The Example of DBpedia. Foundations of Intelligent Systems - 23rd International Symposium, ISMIS 2017, Warsaw, Poland, June 26-29, 2017.

International workshops (with program committee)

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, Pierre Monnin, 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. 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.

Lucas Jarnac, Pierre Monnin. Wikidata to Bootstrap an Enterprise Knowledge Graph: How to Stay on Topic?. Proceedings of the 3rd Wikidata Workshop 2022 co-located with the 21st International Semantic Web Conference (ISWC2022), Virtual Event, Hanghzou, China, October 2022.

Nicolas Hubert, Pierre Monnin, Armelle Brun, Davy Monticolo. Knowledge Graph Embeddings for Link Prediction: Beware of Semantics! 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.

Pierre Monnin, Adrien Coulet. Matching Pharmacogenomic Knowledge: Particularities, Results, and Perspectives. 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.

Pierre Monnin, Miguel Couceiro. Interactions Between Knowledge Graph-Related Tasks and Analogical Reasoning: A Discussion. 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.

Viet-Phi Huynh, Jixiong Liu, Yoan Chabot, Frédéric Deuzé, Thomas Labbé, Pierre Monnin, Raphaël Troncy. DAGOBAH: Table and Graph Contexts for Efficient Semantic Annotation of Tabular Data. 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.

Viet-Phi Huynh, Jixiong Liu, Yoan Chabot, Thomas Labbé, Pierre Monnin, Raphaël Troncy. DAGOBAH: Enhanced Scoring Algorithms for Scalable Annotations of Tabular Data. 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.

Pierre Monnin, Chedy Raïssi, Amedeo Napoli, Adrien Coulet. Knowledge Reconciliation with Graph Convolutional Networks: Preliminary Results. 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.

Pierre Monnin. Discovering and Comparing Relational Knowledge, the Example of Pharmacogenomics. 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.

Pierre Monnin, Amedeo Napoli, Adrien Coulet. Combining Concept Annotation and Pattern Structures for Guiding Ontology Mapping. 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.

Pierre Monnin, Clément Jonquet, Joël Legrand, Amedeo Napoli, Adrien Coulet. PGxO: A very lite ontology to reconcile pharmacogenomic knowledge units. Methods, tools & platforms for Personalized Medicine in the Big Data Era, NETTAB 2017, Palermo, Italy, October 16-18, 2017.

Posters, demos & short papers in international conferences (with program committee)

Rémi Felin, Pierre Monnin, Catherine Faron, Andrea Tettamanzi. RDFminer: an Interactive Tool for the Evolutionary Discovery of SHACL Shapes. Proceedings of the ISWC 2024 Posters, Demos and Industry Tracks: From Novel Ideas to Industrial Practice co-located with 23rd International Semantic Web Conference (ISWC 2024), Baltimore, USA, November 11-15, 2024.

Christophe Sarthou-Camy, Guillaume Jourdain, Yoan Chabot, Pierre Monnin, Frédéric Deuzé, Viet-Phi Huynh, Jixiong Liu, Thomas Labbé, Raphaël Troncy. DAGOBAH UI: A New Hope for Semantic Table Interpretation. (demonstration) The Semantic Web: ESWC 2022 Satellite Events, Hersonissos, Crete, Greece, May 29 - June 2, 2022.

Yoan Chabot, Pierre Monnin, Frédéric Deuzé, Viet-Phi Huynh, Thomas Labbé, Jixiong Liu, Raphaël Troncy. A Framework for Automatically Interpreting Tabular Data at Orange. (extended industry abstract) 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.

Pierre Monnin, Miguel Couceiro, Amedeo Napoli, Adrien Coulet. Knowledge-Based Matching of n-ary Tuples. (short paper) Ontologies and Concepts in Mind and Machine - 25th International Conference on Conceptual Structures, ICCS 2020, Bolzano, Italy, September 18–20, 2020.

Abstracts of oral presentations in international conferences (with program committee)

François-Élie Calvier, Pierre Monnin, Miguel Boland, Patryk Jarnot, Emmanuel Bresso, Malika Smaïl-Tabbone, Adrien Coulet, Cedric Bousquet. Providing Molecular Characterization for Unexplained Adverse Drug Reactions. Podium Abstract. MedInfo 2019, Lyon, France, August 26-30, 2019.

Abstracts of oral presentations in international workshops (with program committee)

Lucas Jarnac, Pierre Monnin. Wikidata to Bootstrap an Enterprise Knowledge Graph: How to Stay on Topic?. Presented at Wiki Workshop (10th edition), Virtual Event, May 11, 2023.

Pierre Monnin, Amedeo Napoli, Adrien Coulet. Data-Interlinking: the Seed of Knowledge Reconciliation in Pharmacogenomics. Presented at the Workshop Symbolic methods for data-interlinking co-located with the 21st International Conference on Knowledge Engineering and Knowledge Management (EKAW 2018), Nancy, France, November 12, 2018.

National conferences (with program committee)

Rémi Felin, Pierre Monnin, Catherine Faron, Andrea Tettamanzi. Extraction probabiliste de formes SHACL à l’aide d’algorithmes évolutionnaires. Extraction et Gestion des Connaissances, EGC 2024, Dijon, France, January 22-26, 2024.

Viet-Phi Huynh, Jixiong Liu, Yoan Chabot, Frédéric Deuzé, Thomas Labbé, Pierre Monnin, Raphaël Troncy. DAGOBAH: Annotation sémantique de données tabulaires par comparaison du contexte des tables et d'un graphe de connaissances. 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.

National workshops (with program committee)

Pierre Monnin, Chedy Raïssi, Amedeo Napoli, Adrien Coulet. Combiner plongements de graphes et clustering pour l'alignement de connaissances pharmacogénomiques. Santé & IA 2022, Saint-Etienne, France, June 28, 2022.

Posters in national conferences (with program committee)

Pierre Monnin, Joël Legrand, Adrien Coulet. PGxCorpus and PGxLOD: two shared resources for knowledge management in pharmacogenomics. JOBIM 2022 - Journées Ouvertes en Biologie, Informatique et Mathématiques, Rennes, France, July 05-08, 2022.

Pierre Monnin, Amedeo Napoli, Adrien Coulet. Discovering Subsumption Axioms with Concept Annotation. BDA 2017 - 33ème Conférence sur la Gestion de Données — Principes, Technologies et Applications, Nancy, France, November 14-17, 2017.

Abstracts of oral presentations in national conferences (with program committee)

Nicolas Hubert, Pierre Monnin, 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. Conférence Nationale en Intelligence Artificielle, CNIA 2024, Annual French AI Conference, La Rochelle, France, July 3-5, 2024.

Lucas Jarnac, Miguel Couceiro, Pierre Monnin. Relevant Entity Selection: Knowledge Graph Bootstrapping via Zero-Shot Analogical Pruning. 32èmes Rencontres Francophones sur la Logique Floue et ses Applications (LFA 2023), Bourges, France, November 9-10, 2023.

Emmanuel Bresso*, Pierre Monnin*, 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. JOBIM 2022 - Journées Ouvertes en Biologie, Informatique et Mathématiques, Rennes, France, July 05-08, 2022.

* equal contributions

Abstracts of oral presentations in national workshops (with program committee)

Yoan Chabot, Pierre Monnin, Thomas Labbé. DAGOBAH : Des outils pour l'interprétation automatique de données tabulaires. SemWeb.Pro 2021, Remote, December 9, 2021.

Thesis

Pierre Monnin. Matching and mining in knowledge graphs of the Web of data - Applications in pharmacogenomics. Université de Lorraine, 2020.

Editorships

Ulrike Sattler, Aidan Hogan, Maria Keet, Valentina Presutti, João Paulo A. Almeida, Hideaki Takeda, Pierre Monnin, Giuseppe Pirrò, and Claudia d'Amato, eds. The Semantic Web - ISWC 2022 - 21st International Semantic Web Conference, ISWC 2022, Virtual Event, October 23-27, 2022.

Miguel Couceiro, Pierre Monnin, Amedeo Napoli, eds. Proceedings of the First International Conference "Algebras, graphs and ordered sets", ALGOS 2020, Online (originally planned in Nancy, France), August 26-28, 2020.

Popularization articles

Pierre Monnin, Adrien Coulet. Étudier les mécanismes des effets indésirables des médicaments avec l’IA explicable : expériences avec la fouille de graphes de connaissances. Bulletin de l'AFIA (Association Française pour l'Intelligence Artificielle) 116 (May 2022).

Pierre Monnin, Adrien Coulet. Projet ANR (2016-2021) "PractiKPharma" : extraction, comparaison et découverte de connaissances en pharmacogénomique. 1024 - Bulletin de la SiF 19 (April 2022). Société Informatique de France.

Popularization oral presentations

Pierre Monnin. Using Wikidata to bootstrap a new knowledge graph: selecting relevant entities using analogical pruning. Wikidata Modelling Days 2023, Virtual Event, November 30, December 1-2, 2023.