2013

Gubbins, J., Vlachos, A. 2013. Dependency language models for sentence completion, in Proceedings of EMNLP (short papers), Seattle.

Andreas, J., Vlachos, A., Clark, S. 2013. Semantic Parsing as Machine Translation, in Proceedings of ACL (short papers), Sofia.

2012

Vlachos, A. 2012. An investigation of imitation learning algorithms for structured prediction, presented at the 10th European Workshop in Reinforcement Learning, JMLR W&C Proceedings, Vol. 24.

Vlachos, A., Craven, M. 2012. Biomedical event extraction from abstracts and full papers using search-based structured prediction, PDF, HTML in BMC Bioinformatics, Volume 13, Supplement 11. It supersedes the BioNLP2011 paper with the same title. The code to train and evaluate the systems described in this paper is available upon request.

2011

Vlachos, A., Craven, M. 2011. Search-based Structured Prediction applied to Biomedical Event Extraction, in Proceedings of CoNLL at ACL, Portland.

Vlachos, A., Craven, M. 2011. Biomedical Event Extraction from Abstracts and Full Papers using Search-based Structured Prediction, in Proceedings of the BioNLP shared task at ACL, Portland.

Vlachos, A. 2011. Evaluating unsupervised learning for natural language processing tasks, in Proceedings of the EMNLP 2011 Workshop on Unsupervised Learning in NLP, Edinburgh.

2010

Vlachos, A. 2010. Two strong baselines for the BioNLP 2009 event extraction task, in Proceedings of BioNLP at ACL, Uppsala. The code to train and evaluate the systems described in this paper is available upon request.

Vlachos, A., Craven, M. 2010. Detecting Speculative Language using Syntactic Dependencies and Logistic Regression, in Proceedings of the CoNLL shared task at ACL, Uppsala.

Vlachos, A., Ghahramani Z., Briscoe, T. 2010. Active learning for constrained Dirichlet process mixture models, in Proceedings of the workshop on GEometrical Models of Natural Language Semantics at ACL, Uppsala.

Bratières, S., van Gael, J., Vlachos, A., Ghahramani, Z. 2010. Scaling the iHMM: Parallelization versus Hadoop, in Proceedings of the Workshop on Scalable Machine Learning and Applications at the IEEE International Conference on Computing and Information Technology, Bradford. It also appeared as a poster in AISTATS-2010.

2009

Van Gael, J., Vlachos, A., Ghahramani, Z. 2009. The infinite HMM for unsupervised PoS tagging, in Proceedings of EMNLP, pages 678-687, Singapore.

Vlachos, A., Buttery, P., Ó Séaghdha, D., Briscoe, T. 2009. Biomedical Event Extraction without Training Data, in Proceedings of the BioNLP shared task at NAACL, pages 37-40, Boulder.

Vlachos, A., Korhonen, A., Ghahramani, Z. 2009. Unsupervised and Constrained Dirichlet Process Mixture Models for Verb Clustering, in Proceedings of the workshop on GEometrical Models of Natural Language Semantics at EACL, Athens.

2008

Vlachos, A., Ghahramani, Z., Korhonen, A. 2008. Dirichlet Process Mixture Models for Verb Clustering, in Proceedings of the workshop on Prior Knowledge for Text and Language at ICML, Helsinki.

Karamanis, N,, Seal, R., Lewin, I., McQuilton, P., Vlachos, A., Gasperin, A., Drysdale, R., Briscoe, T. 2008. Natural Language Processing in aid of FlyBase curators, in BMC Bioinformatics, Volume 9:193, 2008.

Vlachos, A. 2008. A stopping criterion for active learning, draft, publisher's website, in Computer, Speech and Language, Volume 22, Issue 3, July 2008, pages 295-312.

2007

Vlachos, A. 2007. Evaluating and combining biomedical named entity recognition systems, in Poster Proceedings of BioNLP at ACL, pages 199-206, Prague.

Vlachos, A. 2007. Tackling the BioCreative2 Gene Mention task with Conditional Random Fields and syntactic parsing, in Proceedings of BioCreative2, Madrid.

Korkontzelos, I., Vlachos, A., Lewin, I. 2007. From gene names to actual genes, in Proceedings of BioLink at ISMB, Vienna.

2006

Vlachos, A., Gasperin C. 2006. Bootstrapping and Evaluating Named Entity Recognition in the Biomedical Domain, in Poster Proceedings of BioNLP at HLT-NAACL, pages 138-145, New York.

Vlachos, A. 2006. Active Annotation, in Proceedings of the workshop on Adaptive Text Extraction and Mining at EACL, Trento.

Vlachos, A., Gasperin, C., Lewin, I., Briscoe, T. 2006. Bootstrapping the recognition and anaphoric linking of named entities in Drosophila articles, in Proceedings of the Pacific Symposium in Biocomputing 2006, pages 100-111, Maui.

2004

Theodorakis, M., Vlachos, A., Kalamboukis, T. Z. 2004. Using Hierarchical Clustering to Enhance Classification Accuracy, in Proceedings of the 3rd Hellenic Conference in Artificial Intelligence, Samos.

Thesis

Semi-supervised learning for biomedical information extraction, 2010, Computer Laboratory, University of Cambridge.

Active learning with support vector machines, 2004, School of Informatics, University of Edinburgh.