Publications
to appear
- Yazmin Ibanez Garcia, Victor Gutierrez Basulto, Steven Schockaert
Plausible reasoning about EL-ontologies using concept interpolation
17th International Conference on Principles of Knowledge Representation and Reasoning (KR)
- Tomoki Ito, Jose Camacho-Collados, Hiroki Sakaji, Steven Schockaert
Learning company embeddings from annual reports for fine-grained industry characterization
2nd Workshop on Financial Technology and Natural Language Processing (FinNLP)
- Rana Alshaikh, Zied Bouraoui, Steven Schockaert
Hierarchical linear disentanglement of data-driven conceptual spaces
International Joint Conference on Artificial Intelligence (IJCAI)
- Martin Svatos, Steven Schockaert, Jesse Davis, Ondrej Kuzelka
STRiKE: Rule-driven relational learning using stratified k-entailment
European Conference on Artificial Intelligence (ECAI)
- Jae Hee Lee, Jose Camacho-Collados, Luis Espinosa Anke, Steven Schockaert
Capturing word order in averaging based sentence embeddings
European Conference on Artificial Intelligence (ECAI)
2020
- Shelan S. Jeawak, Christopher B. Jones, Steven Schockaert
Predicting environmental features by learning spatiotemporal embeddings from social media
Ecological Informatics, vol. 55
- Yerai Doval, Jose Camacho-Collados, Luis Espinosa Anke, Steven Schockaert
On the robustness of unsupervised and semi-supervised cross-lingual word embedding learning
12th International Conference on Language Resources and Evaluation (LREC), pages 4013-4023
- Jose Camacho-Collados, Yerai Doval, Eugenio Martinez-Camara, Luis Espinosa Anke, Francesco Barbieri, Steven Schockaert
Learning cross-lingual embeddings from Twitter via distant supervision
International AAAI Conference on Web and Social Media (ICWSM), pages 72-82
- Zied Bouraoui, Jose Camacho-Collados, Steven Schockaert
Inducing relational knowledge from BERT
Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI), pages 7456-7463
- Zied Bouraoui, Jose Camacho-Collados, Luis Espinosa Anke, Steven Schockaert
Modelling semantic categories using conceptual neighborhood
Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI), pages 7448-7455
2019
- Rana Alshaikh, Zied Bouraoui, Steven Schockaert
Learning conceptual spaces with disentangled facets
The SIGNLL Conference on Computational Natural Language Learning, pages 131-139
- Na Li, Steven Schockaert, Zied Bouraoui
Ontology completion using graph convolutional networks (runner-up best paper award)
International Semantic Web Conference (ISWC), pages 435-452
- Yilun Zhou, Julie Shah, Steven Schockaert
Learning household task knowledge from WikiHow descriptions
5th Workshop on Semantic Deep Learning (SemDeep), pages 50-56
- Luis Espinosa Anke, Leo Wanner, Steven Schockaert
Collocation classification with unsupervised relation vectors
57th Annual Meeting of the Association for Computational Linguistics (ACL), pages 5765-5772
- Shoaib Jameel, Steven Schockaert
Word and document embedding with vMF-mixture priors on context word vectors
57th Annual Meeting of the Association for Computational Linguistics (ACL), pages 3319-3328
- Jose Camacho-Collados, Luis Espinosa Anke, Steven Schockaert
Relational word embeddings
57th Annual Meeting of the Association for Computational Linguistics (ACL), pages 3286-3296
- Jose Camacho-Collados, Luis Espinosa-Anke, Shoaib Jameel, Steven Schockaert
A latent variable model for learning distributional relation vectors
28th International Joint Conference on Artificial Intelligence (IJCAI), pages 4911-4917
- Luis Espinosa-Anke, Jose Camacho-Collados, Steven Schockaert
Relation vectors to uncover analogies and bias in text corpora
International Corpus Linguistics Conference
- Zied Bouraoui, Steven Schockaert
Automated rule base completion as Bayesian concept induction
Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence (AAAI), pages 6228-6235
- Shoaib Jameel, Zihao Fu, Bei Shi, Wai Lam and Steven Schockaert
Word embedding as maximum a posteriori estimation
Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence (AAAI), pages 6562-6569
- Yilun Zhou, Steven Schockaert, Julie Shah
Predicting ConceptNet path quality using crowdsourced assessments of naturalness
Proceedings of The Web Conference (WWW), pages 2460-2471
- Shelan S. Jeawak, Christopher B. Jones, Steven Schockaert
Embedding geographic locations for modelling the natural environment using Flickr tags and structured data
Proceedings of the 41st European Conference on Information Retrieval (ECIR), pages 51-66
- Carla Pérez-Almendros, Luis Espinosa-Anke, Steven Schockaert
Cardiff University at SemEval-2019 Task 4: Linguistic features for hyperpartisan news detection
SemEval, pages 929-933
2018
- Gustav Sourek, Vojtech Aschenbrenner, Filip Zelezny, Steven Schockaert, Ondrej Kuzelka
Lifted relational neural networks: efficient learning of latent relational structures
Journal of Artificial Intelligence Research, vol. 62, pages 69-100
- Ondrej Kuzelka, Yuyi Wang, Steven Schockaert
VC-Dimension Based Generalization Bounds for Relational Learning
Proceedings of ECML/PKDD
- Ondrej Kuzelka, Yuyi Wang, Jesse Davis, Steven Schockaert
PAC-Reasoning in Dense Relational Domains
Proceedings of the 34th Conference on Uncertainty in Artificial Intelligence (UAI)
- Francesco Barbieri, Luis Espinosa Anke, Jose Camacho-Collados, Steven Schockaert, Horacio Saggion
Interpretable emoji prediction via label-wise attention LSTMs
Conference on Empirical Methods in Natural Language Processing (EMNLP), pages 4766-4771
- Yerai Doval, Jose Camacho-Collados, Luis Espinosa Anke, Steven Schockaert
Improving cross-lingual word embeddings by meeting in the middle
Conference on Empirical Methods in Natural Language Processing (EMNLP), pages 294-304
- Thomas Ager, Ondrej Kuzelka, Steven Schockaert
Modelling salient features as directions in fine-tuned semantic spaces
The SIGNLL Conference on Computational Natural Language Learning (CoNLL), pages 530-540
- Victor Gutierrez Basulto, Steven Schockaert
From knowledge graph embedding to ontology embedding? An analysis of the compatibility between vector space representations and rules (runner-up best paper award)
Proceedings of the 16th International Conference on Principles of Knowledge Representation and Reasoning (KR), pages 379-388
- Shelan S. Jeawak, Christopher B. Jones, Steven Schockaert
Mapping wildlife species distribution with social media: augmenting text classification with species names
Proceedings of the 10th International Conference on Geographic Information Science (GIScience), pages 34:1-34:6
- Zied Bouraoui, Shoaib Jameel, Steven Schockaert
Relation induction in word embeddings revisited (area chair favourite)
Proceedings of the 27th International Conference on Computational Linguistics (COLING), pages 1627-1637
- Luis Espinosa Anke, Steven Schockaert
SeVeN: Augmenting Word Embeddings with Unsupervised Relation Vectors (area chair favourite)
Proceedings of the 27th International Conference on Computational Linguistics (COLING), pages 2653-2665
- Shoaib Jameel, Zied Bouraoui, Steven Schockaert
Unsupervised learning of distributional relation vectors
Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (ACL), pages 23-33
- Zied Bouraoui, Steven Schockaert
Learning conceptual space representations of interrelated concepts
Proceedings of the 27th International Joint Conference on Artificial Intelligence and 23rd European Conference on Artificial Intelligence (IJCAI-ECAI18), pages 1760-1766
- Steven Schockaert, Sanjiang Li
Reasoning about betweenness and RCC8 constraints in qualitative conceptual spaces
Proceedings of the 27th International Joint Conference on Artificial Intelligence and 23rd European Conference on Artificial Intelligence (IJCAI-ECAI18), pages 1963-1969
- Luis Espinosa Anke, Steven Schockaert
Syntactically aware neural architectures for definition extraction
Proceedings of the 16th Annual Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL-HLT), pages 378-385
- Ondrej Kuzelka, Yuyi Wang, Jesse Davis, Steven Schockaert
Relational marginal problems: theory and estimation
Proceedings of the 32nd AAAI Conference on Artificial Intelligence
2017
- Didier Dubois, Henri Prade, Steven Schockaert
Generalized possibilistic logic: foundations and applications to qualitative reasoning under uncertainty
Artificial Intelligence, vol. 252, pages 139-174
- Elie Merhej, Steven Schockaert, Martine De Cock
Repairing inconsistent answer set programs using rules of thumb: a gene regulatory networks case study [PDF]
International Journal of Approximate Reasoning, vol. 83, pages 243-264
- Gustav Sourek, Martin Svatos, Filip Zelezny, Steven Schockaert, Ondrej Kuzelka
Stacked structure learning for lifted relational neural networks (best paper award)
Proceedings of the 27th International Conference on Inductive Logic Programming
- Martin Svatos, Gustav Sourek, Filip Zelezny, Steven Schockaert, Ondrej Kuzelka
Pruning hypothesis spaces using learned domain theories
Proceedings of the 27th International Conference on Inductive Logic Programming
- Shoaib Jameel, Steven Schockaert
Modeling context words as regions: an ordinal regression approach to word embedding [PDF]
Proceedings of the SIGNLL Conference on Computational Natural Language Learning (CoNLL), pages 123-133
- Shelan S. Jeawak, Christopher B. Jones, Steven Schockaert
Using Flickr for characterizing the environment: an exploratory analysis [PDF]
Proceedings of the 13th International Conference on Spatial Information Theory (COSIT)
- Ondrej Kuzelka, Jesse Davis, Steven Schockaert
Induction of interpretable possibilistic logic theories from relational data [PDF]
Proceedings of the 26th International Joint Conference on Artificial Intelligence (IJCAI), pages 1153-1159
- Bei Shi, Wai Lam, Shoaib Jameel, Steven Schockaert, Kwun Ping Lai
Jointly learning word embeddings and latent topics [PDF]
Proceedings of the 40th International ACM SIGIR Conference on Research and Development in Information Retrieval, pages 375-384
- Shoaib Jameel, Zied Bouraoui, Steven Schockaert
MEmbER: Max-margin based embeddings for entity retrieval [PDF]
Proceedings of the 40th International ACM SIGIR Conference on Research and Development in Information Retrieval, pages 783-792
- Zied Bouraoui, Shoaib Jameel, Steven Schockaert
Inductive Reasoning about ontologies using conceptual spaces [PDF]
Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, pages 4364-4370
2016
- Zhiguo Long, Matt Duckham, Sanjiang Li, Steven Schockaert
Indexing large geographic datasets with compact qualitative representation [PDF]
International Journal of Geographical Information Science, vol. 30, pages 1072-1094
- Gustav Sourek, Suresh Manandhar, Filip Zelezny, Steven Schockaert, Ondrej Kuzelka
Learning predictive categories using lifted relational neural networks [PDF]
Proceedings of the 26th International Conference on Inductive Logic Programming, pages 108-119
- Shoaib Jameel, Steven Schockaert
D-GloVe: A feasible least squares model for estimating word embedding densities [PDF]
Proceedings of the 26th International Conference on Computational Linguistics (COLING), pages 1849-1860
- Thomas Ager, Ondrej Kuzelka, Steven Schockaert
Inducing symbolic rules from entity embeddings using auto-encoders [PDF]
Proceedings of the 11th International Workshop on Neural-Symbolic Learning and Reasoning
- Yi Liao, Wai Lam, Shoaib Jameel, Steven Schockaert, Xing Xie
Who wants to join me? Companion recommendation in location based social networks [PDF]
Proceedings of the ACM International Conference on the Theory of Information Retrieval (ICTIR), pages 271-280
- Shoaib Jameel, Yi Lao, Wai Lam, Steven Schockaert, Xing Xie
Exploring urban lifestyles using a nonparametric temporal graphical model [PDF]
Proceedings of the ACM International Conference on the Theory of Information Retrieval (ICTIR), pages 251-260
- Shoaib Jameel, Steven Schockaert
Entity embeddings with conceptual subspaces as a basis for plausible reasoning [PDF]
Proceedings of the 22nd European Conference on Artificial Intelligence (ECAI), pages 1353-1361
- Steven Schockaert, Shoaib Jameel
Plausible reasoning based on qualitative entity embeddings (invited contribution) [PDF]
Proceedings of the 25th International Joint Conference on Artificial Intelligence (IJCAI), pages 4078-4081
- Zhiguo Long, Steven Schockaert, Sanjiang Li
Encoding large RCC8 scenarios using rectangular pseudo-solutions [PDF]
Proceedings of the 15th International Conference on Principles of Knowledge Representation and Reasoning (KR), pages 463-472
2015
- Shoaib Jameel, Wai Lam, Steven Schockaert, Lidong Bing
A unified posterior regularized topic model with maximum margin for learning-to-rank [PDF]
Proceedings of the 24th ACM International Conference on Information and Knowledge Management (CIKM), pages 103-112
- Steven Schockaert
Lexical inference as a spatial reasoning problem (invited contribution) [PDF]
Proceedings of the International Workshop on Spatio-Temporal Dynamics
- Steven Schockaert, Jae Hee Lee
Qualitative reasoning about directions in semantic spaces [PDF]
Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI), pages 3207-3213