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Formal lexically informed logics for searching the web

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Publications

MEmbER: Max-Margin Based Embeddings for Entity Retrieval

Author(s): Jameel, Shoaib, Bouraoui, Zied and Schockaert, Steven
Published in: 40th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2017

Learning predictive categories using lifted relational neural networks

Author(s): Sourek, Gustav, Manandhar, Suresh, Zelezny, Filip, Schockaert, Steven and Kuzelka, Ondrej
Published in: Lecture Notes in Computer Science, Issue 10326, 2017, Page(s) 108-119

Modeling context words as regions: an ordinal regression approach to word embedding

Author(s): Jameel, Shoaib and Schockaert, Steven
Published in: SIGNLL Conference on Computational Natural Language Learning, 2017

Induction of Interpretable Possibilistic Logic Theories from Relational Data

Author(s): Kuzelka, Ondrej; Davis, Jesse; Schockaert, Steven
Published in: International Joint Conference on Artificial Intelligence (IJCAI), Issue 1, 2017

Jointly learning word embeddings and latent topics

Author(s): Shi, Bei, Lam, Wai, Jameel, Shoaib, Schockaert, Steven and Lai, Kwun Ping
Published in: 40th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2017

Inductive reasoning in ontologies using conceptual spaces

Author(s): Bouraoui, Zied, Jameel, Shoaib and Schockaert, Steven
Published in: 31st AAAI Conference on Artificial Intelligence, 2017

Using Flickr for characterizing the environment: an exploratory analysis

Author(s): Jeawak, Shelan, Jones, Christopher B. and Schockaert, Steven
Published in: 13th International Conference on Spatial Information Theory, 2017

Stacked Structure Learning for Lifted Relational Neural Networks

Author(s): Sourek, Gustav; Svatos, Martin; Zelezny, Filip; Schockaert, Steven; Kuzelka, Ondrej
Published in: International Conference on Inductive Logic Programming, 2017

Relational marginal problems: theory and estimation

Author(s): Kuzelka, Ondrej; Wang, Yuyi; Davis, Jesse; Schockaert, Steven
Published in: 32nd AAAI Conference on Artificial Intelligence, 2018

Syntactically aware neural architectures for definition extraction

Author(s): Espinosa-Anke, Luis and Schockaert, Steven
Published in: Proceedings of NAACL-HLT, 2018

Pruning hypothesis spaces using learned domain theories

Author(s): Svatos, Martin, Sourek, Gustav, Zelezny, Filip, Schockaert, Steven and Kuzelka, Ondrej
Published in: International Conference on Inductive Logic Programming, 2017

Exploring urban lifestyles using a nonparametric temporal graphical model

Author(s): Shoaib Jameel, Yi Lao, Wai Lam, Steven Schockaert, Xing Xie
Published in: Proceedings of the ACM International Conference on the Theory of Information Retrieval, 2016

Who wants to join me? Companion recommendation in location based social networks

Author(s): Yi Liao, Wai Lam, Shoaib Jameel, Steven Schockaert, Xing Xie
Published in: Proceedings of the ACM International Conference on the Theory of Information Retrieval, 2016

Lexical inference as a spatial reasoning problem

Author(s): Steven Schockaert
Published in: Proceedings of the International Workshop on Spatio-Temporal Dynamics, 2015

Qualitative reasoning about directions in semantic spaces

Author(s): Steven Schockaert, Jae Hee Lee
Published in: Proceedings of the International Joint Conference on Artificial Intelligence, 2015

D-GloVe: A feasible least squares model for estimating word embedding densities

Author(s): Shoaib Jameel, Steven Schockaert
Published in: Proceedings of the 26th International Conference on Computational Linguistics, 2016

Entity embeddings with conceptual subspaces as a basis for plausible reasoning

Author(s): Shoaib Jameel, Steven Schockaert
Published in: Proceedings of the 22nd European Conference on Artificial Intelligence, 2016

Encoding large RCC8 scenarios using rectangular pseudo-solutions

Author(s): Zhiguo Long, Steven Schockaert, Sanjiang Li
Published in: Proceedings of the 15th International Conference on Principles of Knowledge Representation and Reasoning, 2016

A unified posterior regularized topic model with maximum margin for learning-to-rank

Author(s): Shoaib Jameel, Wai Lam, Steven Schockaert, Lidong Bing
Published in: Proceedings of the 24th ACM International Conference on Information and Knowledge Management, 2015

Plausible reasoning based on qualitative entity embeddings

Author(s): Steven Schockaert, Shoaib Jameel
Published in: Proceedings of the 25th International Joint Conference on Artificial Intelligence, 2016

Inducing symbolic rules from entity embeddings using auto-encoders

Author(s): Thomas Ager, Ondrej Kuzelka, Steven Schockaert
Published in: Proceedings of the 11th International Workshop on Neural-Symbolic Learning and Reasoning, 2016

Inconsistency-Tolerant Query Answering: Rationality Properties and Computational Complexity Analysis

Author(s): Jean-François Baget, Salem Benferhat, Zied Bouraoui, Madalina Croitoru, Marie-Laure Mugnier, Odile Papini, Swan Rocher, Karim Tabia
Published in: Proceedings of the 15th European Conference on Logics in Artificial Intelligence, 2016

Improving Cross-Lingual Word Embeddings by Meeting in the Middle

Author(s): Doval, Yerai; Camacho-Collados, Jose; Espinosa-Anke, Luis; Schockaert, Steven
Published in: Proceedings of EMNLP, Issue 1, 2018

SeVeN: Augmenting Word Embeddings with Unsupervised Relation Vectors

Author(s): Espinosa-Anke, Luis; Schockaert, Steven
Published in: Proceedings of COLING, Issue 1, 2018

PAC-Reasoning in Relational Domains

Author(s): Kuzelka, Ondrej; Wang, Yuyi; Davis, Jesse; Schockaert, Steven
Published in: Proceedings of UAI, Issue 1, 2018

Embedding Geographic Locations for Modelling the Natural Environment using Flickr Tags and Structured Data

Author(s): Jeawak, Shelan S.; Jones, Christopher B.; Schockaert, Steven
Published in: Proceedings of ECIR, Issue 1, 2019

Learning Conceptual Space Representations of Interrelated Concepts

Author(s): Bouraoui, Zied; Schockaert, Steven
Published in: Proceedings of IJCAI, Issue 2, 2018

Cardiff University at

Author(s): Carla Pérez-Almendros, Luis Espinosa-Anke, Steven Schockaert
Published in: Proceedings of the 13th International Workshop on Semantic Evaluation, 2019, Page(s) 929-933
DOI: 10.18653/v1/s19-2158

Interpretable Emoji Prediction via Label-Wise Attention LSTMs

Author(s): Francesco Barbieri, Luis Espinosa-Anke, Jose Camacho-Collados, Steven Schockaert, Horacio Saggion
Published in: Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, 2018, Page(s) 4766-4771
DOI: 10.18653/v1/d18-1508

Reasoning about Betweenness and RCC8 Constraints in Qualitative Conceptual Spaces

Author(s): Steven Schockaert, Sanjiang Li
Published in: Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, 2018, Page(s) 1963-1969
DOI: 10.24963/ijcai.2018/271

Relation induction in word embeddings revisited

Author(s): Zied Bouraoui, Shoaib Jameel, Steven Schockaert
Published in: Proceedings of COLING, 2018

Word and Document Embedding with vMF-Mixture Priors on Context Word Vectors

Author(s): Shoaib Jameel, Steven Schockaert
Published in: Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics, 2019, Page(s) 3319-3328
DOI: 10.18653/v1/p19-1321

A Latent Variable Model for Learning Distributional Relation Vectors

Author(s): Jose Camacho-Collados, Luis Espinosa-Anke, Shoaib Jameel, Steven Schockaert
Published in: Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, 2019, Page(s) 4911-4917
DOI: 10.24963/ijcai.2019/682

From Knowledge Graph Embedding to Ontology Embedding? An Analysis of the Compatibility between Vector Space Representations and Rules

Author(s): Gutiérrez-Basulto, Víctor; Schockaert, Steven
Published in: Proceedings of KR, Issue 3, 2018

Unsupervised Learning of Distributional Relation Vectors

Author(s): Shoaib Jameel, Zied Bouraoui, Steven Schockaert
Published in: Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2018, Page(s) 23-33
DOI: 10.18653/v1/p18-1003

Predicting ConceptNet Path Quality Using Crowdsourced Assessments of Naturalness

Author(s): Yilun Zhou, Steven Schockaert, Julie Shah
Published in: The World Wide Web Conference on - WWW '19, 2019, Page(s) 2460-2471
DOI: 10.1145/3308558.3313486

Relational Word Embeddings

Author(s): Camacho-Collados, Jose; Espinosa-Anke, Luis; Schockaert, Steven
Published in: Proceedings of ACL, Issue 3, 2019

Modelling Salient Features as Directions in Fine-Tuned Semantic Spaces

Author(s): Thomas Ager, Ondřej Kuželka, Steven Schockaert
Published in: Proceedings of the 22nd Conference on Computational Natural Language Learning, 2018, Page(s) 530-540
DOI: 10.18653/v1/k18-1051

Learning Household Task Knowledge from WikiHow Descriptions

Author(s): Yilun Zhou, Julie Shah, Steven Schockaert
Published in: Proceedings of SemDeep, 2019

Syntactically Aware Neural Architectures for Definition Extraction

Author(s): Luis Espinosa Anke, Steven Schockaert
Published in: Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 2 (Short Papers), 2018, Page(s) 378-385
DOI: 10.18653/v1/n18-2061

VC-dimension based generalization bounds for relational learning

Author(s): Kuzelka, Ondrej; Wang, Yuyi; Schockaert, Steven
Published in: Proceedings of ECML/PKDD, Issue 2, 2018

Learning Cross-lingual Embeddings from Twitter via Distant Supervision

Author(s): Camacho-Collados, Jose; Doval, Yerai; Martínez-Cámara, Eugenio; Espinosa-Anke, Luis; Barbieri, Francesco; Schockaert, Steven
Published in: International Conference on Weblogs and Social Media (ICWSM), 2020

Inducing Relational Knowledge from BERT

Author(s): Zied Bouraoui, José Camacho-Collados, Steven Schockaert
Published in: The Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

Modelling Semantic Categories Using Conceptual Neighborhood

Author(s): Zied Bouraoui, José Camacho-Collados, Luis Espinosa Anke, Steven Schockaert
Published in: The Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

Learning Conceptual Spaces with Disentangled Facets

Author(s): Rana Alshaikh, Zied Bouraoui, Steven Schockaert
Published in: Proceedings of the 23rd Conference on Computational Natural Language Learning (CoNLL), 2019, Page(s) 131-139
DOI: 10.18653/v1/k19-1013

Generalized possibilistic logic: foundations and applications to qualitative reasoning about uncertainty

Author(s): Dubois, Didier, Prade, Henri and Schockaert, Steven
Published in: Artificial Intelligence, 2017, ISSN 0004-3702

Repairing inconsistent answer set programs using rules of thumb: a gene regulatory networks case study

Author(s): Merhej, Elie, Schockaert, Steven and De Cock, Martine
Published in: International Journal of Approximate Reasoning, Issue 83, 2017, ISSN 0888-613X

Lifted relational neural networks: Efficient learning of latent relational structures

Author(s): Sourek, Gustav, Aschenbrenner, Vojtech, Zelezny, Filip, Schockaert, Steven and Kuzelka, Ondrej
Published in: Journal of Artificial Intelligence Research, 2018, ISSN 1076-9757

Indexing large geographic datasets with compact qualitative representation

Author(s): Zhiguo Long, Matt Duckham, Sanjiang Li, Steven Schockaert
Published in: International Journal of Geographical Information Science, 2016, ISSN 1365-8816

Automated Rule Base Completion as Bayesian Concept Induction

Author(s): Zied Bouraoui, Steven Schockaert
Published in: Proceedings of the AAAI Conference on Artificial Intelligence, Issue 33, 2019, Page(s) 6228-6235, ISSN 2374-3468
DOI: 10.1609/aaai.v33i01.33016228

Word Embedding as Maximum A Posteriori Estimation

Author(s): Shoaib Jameel, Zihao Fu, Bei Shi, Wai Lam, Steven Schockaert
Published in: Proceedings of the AAAI Conference on Artificial Intelligence, Issue 33, 2019, Page(s) 6562-6569, ISSN 2374-3468
DOI: 10.1609/aaai.v33i01.33016562

Predicting environmental features by learning spatiotemporal embeddings from social media

Author(s): Shelan S. Jeawak, Christopher B. Jones, Steven Schockaert
Published in: Ecological Informatics, Issue 55, 2020, Page(s) 101031, ISSN 1574-9541
DOI: 10.1016/j.ecoinf.2019.101031

$$\exists $$ -ASP for Computing Repairs with Existential Ontologies

Author(s): Jean-François Baget, Zied Bouraoui, Farid Nouioua, Odile Papini, Swan Rocher, Eric Würbel
Published in: Scalable Uncertainty Management, 2016, Page(s) 230-245
DOI: 10.1007/978-3-319-45856-4_16

Ontology Completion Using Graph Convolutional Networks

Author(s): Na Li, Zied Bouraoui, Steven Schockaert
Published in: The Semantic Web – ISWC 2019 - 18th International Semantic Web Conference, Auckland, New Zealand, October 26–30, 2019, Proceedings, Part I, Issue 11778, 2019, Page(s) 435-452
DOI: 10.1007/978-3-030-30793-6_25