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Equipe Data, Intelligence and Graphs collection
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Latest publications
Lihu Chen, Gaël Varoquaux, Fabian Suchanek. Imputing out-of-vocabulary embeddings with LOVE makes language models robust with little cost. ACL 2022 - 60th Annual Meeting of the Association for Computational Linguistics, May 2022, Dublin, Ireland. ⟨hal-03613101⟩
Andrian Putina. Unsupervised anomaly detection : methods and applications. Machine Learning [cs.LG]. Institut Polytechnique de Paris, 2022. English. ⟨NNT : 2022IPPAT012⟩. ⟨tel-03651493⟩
Quentin Lutz. Graph-based contributions to machine-learning. Data Structures and Algorithms [cs.DS]. Institut Polytechnique de Paris, 2022. English. ⟨NNT : 2022IPPAT010⟩. ⟨tel-03634148⟩
Flavia Salutari. Longitudinal, large-scale and unbiased Internet measurements. Networking and Internet Architecture [cs.NI]. Institut Polytechnique de Paris, 2021. English. ⟨NNT : 2021IPPAT023⟩. ⟨tel-03497586⟩
Dihia Boulegane. Machine learning algorithms for dynamic Internet of Things. Machine Learning [cs.LG]. Institut Polytechnique de Paris, 2021. English. ⟨NNT : 2021IPPAT048⟩. ⟨tel-03503316⟩
Thomas Pellissier Tanon, Fabian Suchanek. Neural Knowledge Base Repairs. European Semantic Web Conference, Jun 2021, Hersonissos (virtual), Greece. pp.287-303, ⟨10.1007/978-3-030-77385-4_17⟩. ⟨hal-03325101⟩
Jonathan Lajus. Minage de règles rapide, exact et exhaustif dans de larges bases de connaissances. Artificial Intelligence [cs.AI]. Institut Polytechnique de Paris, 2021. English. ⟨NNT : 2021IPPAT002⟩. ⟨tel-03237830⟩
Lihu Chen, Gaël Varoquaux, Fabian Suchanek. A lightweight neural model for biomedical entity linking. AAAI 2021 - The Thirty-Fifth Conference on Artificial Intelligence, Association for the Advancement of Artificial Intelligence, Feb 2021, Palo Alto (virtual), United States. pp.12657-12665. ⟨hal-03086044v2⟩
Fabian Suchanek. A Hitchhiker's Guide to Ontology. DESIRES 2021, 2021, Padova, Italy. ⟨hal-03349828⟩
Chadi Helwe, Chloé Clavel, Fabian Suchanek. Reasoning with Transformer-based Models: Deep Learning, but Shallow Reasoning. International Conference on Automated Knowledge Base Construction (AKBC), 2021, online, United States. ⟨hal-03344668⟩
Pierre-Henri Paris, Syrine El Aoud, Fabian Suchanek. The Vagueness of Vagueness in Noun Phrases. International Conference on Automated Knowledge Base Construction (AKBC), 2021, online, United States. ⟨hal-03344675⟩
Julien Romero, Simon Razniewski. Inside Quasimodo: Exploring Construction and Usage of Commonsense Knowledge. CIKM '20: The 29th ACM International Conference on Information and Knowledge Management, Oct 2020, Virtual Event Ireland, France. pp.3445-3448, ⟨10.1145/3340531.3417416⟩. ⟨hal-03537535⟩
Julien Romero. Harvesting commonsense and hidden knowledge from web services. Artificial Intelligence [cs.AI]. Institut Polytechnique de Paris, 2020. English. ⟨NNT : 2020IPPAT032⟩. ⟨tel-02979523⟩
Maroua Bahri, Silviu Maniu, Albert Bifet, Rodrigo Fernandes de Mello, Nikolaos Tziortziotis. Compressed k-Nearest Neighbors Ensembles for Evolving Data Streams. ECAI 2020 - 24th European Conference on Artificial Intelligence, Aug 2020, Santiago de Compostella / Virtual, Spain. ⟨hal-03189997⟩
Maroua Bahri, Heitor Murilo Gomes, Albert Bifet, Silviu Maniu. CS-ARF: Compressed Adaptive Random Forests for Evolving Data Stream Classification. IJCNN 2020 - International Joint Conference on Neural Networks, Jul 2020, Glasgow / Virtual, United Kingdom. pp.1-8, ⟨10.1109/IJCNN48605.2020.9207188⟩. ⟨hal-03189967⟩
Louis Jachiet, Pierre Genevès, Nils Gesbert, Nabil Layaïda. On the Optimization of Recursive Relational Queries: Application to Graph Queries. SIGMOD 2020 - ACM International Conference on Management of Data, Jun 2020, Portland, United States. pp.1-23, ⟨10.1145/3318464.3380567⟩. ⟨hal-01673025v5⟩
Maroua Bahri. Improving IoT data stream analytics using summarization techniques. Machine Learning [cs.LG]. Institut Polytechnique de Paris, 2020. English. ⟨NNT : 2020IPPAT017⟩. ⟨tel-02865982⟩
Thomas Pellissier Tanon, Gerhard Weikum, Fabian Suchanek. YAGO 4: A Reason-able Knowledge Base. European Semantic Web Conference, May 2020, virtual, Greece. pp.583--596, ⟨10.1007/978-3-030-49461-2_34⟩. ⟨hal-03108570⟩
Jonathan Lajus, Luis Galárraga, Fabian Suchanek. Fast and Exact Rule Mining with AMIE 3. ESWC 2020 - 17th International Semantic Web Conference, May 2020, Virtual Event, Greece. pp.36-52, ⟨10.1007/978-3-030-49461-2_3⟩. ⟨hal-03084606⟩
Maroua Bahri, Bernhard Pfahringer, Albert Bifet, Silviu Maniu. Efficient Batch-Incremental Classification Using UMAP for Evolving Data Streams. IDA 2020 - 18th International Symposium on Intelligent Data Analysis, Apr 2020, Konstanz / Virtual, Germany. pp.40-53, ⟨10.1007/978-3-030-44584-3_4⟩. ⟨hal-03190032⟩
Luis Galárraga, Julien Delaunay, Jean-Louis Dessalles. REMI: Mining Intuitive Referring Expressions on Knowledge Bases. EDBT 2020 - 23rd International Conference on Extending Database Technology, Mar 2020, Virtual Event, Denmark. pp.387-390, ⟨10.5441/002/edbt.2020.39⟩. ⟨hal-03084627⟩
Irène Burger, Ioana Manolescu, Emmanuel Pietriga, Fabian Suchanek. Toward Visual Interactive Exploration of Heterogeneous Graphs. SEAdata 2020 - Workshop on Searching, Exploring and Analyzing Heterogeneous Data in conjunction with EDBT/ICDT, Mar 2020, Copenhagen, Denmark. ⟨hal-02468778⟩
Jérôme Dockès, Russell Poldrack, Romain Primet, Hande Gözükan, Tal Yarkoni, et al.. NeuroQuery, comprehensive meta-analysis of human brain mapping. eLife, eLife Sciences Publication, 2020. ⟨hal-02485642v2⟩
Julien Romero, Nicoleta Preda, Antoine Amarilli, Fabian M. Suchanek. Equivalent Rewritings on Path Views with Binding Patterns. 17th Extended Semantic Web Conference, ESWC 2020, Mar 2020, Online, France. pp.446-462, ⟨10.1007/978-3-030-49461-2_26⟩. ⟨hal-02876611⟩
Nathan de Lara, Thomas Bonald. SPECTRAL EMBEDDING OF REGULARIZED BLOCK MODELS. ICLR, 2020, Addis Abeba, Ethiopia. ⟨hal-02420827⟩
Thomas Bonald, Nathan de Lara, Quentin Lutz, Bertrand Charpentier. Scikit-network: Graph Analysis in Python. Journal of Machine Learning Research, Microtome Publishing, In press. ⟨hal-02923335v2⟩
Jean-Louis Dessalles. La transmission « naturelle » des savoirs. Patrick Pion; Nathan Schlanger. Apprendre - Archéologie de la transmission des savoirs, La Découverte, pp.49-58, 2020, 9782348055522. ⟨hal-02867145⟩
Bintao Sun, Maximilien Danisch, T-H Chan, Mauro Sozio. KClist++: A Simple Algorithm for Finding k-Clique Densest Subgraphs in Large Graphs. Proceedings of the VLDB Endowment (PVLDB), VLDB Endowment, 2020. ⟨hal-02999881⟩
Michael Benedikt, Pierre Bourhis, Georg Gottlob, Pierre Senellart. Monadic Datalog, Tree Validity, and Limited Access Containment. ACM Transactions on Computational Logic, Association for Computing Machinery, 2020, 21 (1), pp.6:1-6:45. ⟨10.1145/3344514⟩. ⟨hal-02307999⟩
Fabian Suchanek. The Need to Move beyond Triples. International Workshop on Narrative Extraction from Texts, 2020. ⟨hal-03102910⟩