Bruno Martins

From HLT@INESC-ID

Bruno Martins

Bruno Martins is an Associate Professor at Instituto Superior Técnico of the University of Lisbon, a researcher at the Human Language Technologies Lab of INESC-ID, and a member of the Lisbon ELLIS Unit (LUMLIS). He works on problems related to the general areas of information retrieval, text mining, and the geographical information sciences. Bruno has been involved in several research projects related to geospatial aspects in information access and retrieval, and he has accumulated a significant expertise in addressing challenges at the intersection of information retrieval and the geographical information sciences (i.e., in an area that is often referred to as geographical information retrieval).

Publications

Book Chapters

2018

  • Miguel Won, Rego, R., Mendes, A., Río, I. Del, Lejeune, P., Bruno Martins, Changing societies: legacies and challenges, chapter The crisis impact on the political discourse of Portuguese social partners, December 2018

International Journals

2022

2021

  • Danielle Caled, Mário J. Silva, Bruno Martins, Miguel Won, Multi-label classification of legislative contents with hierarchical label attention networks, International Journal on Digital Libraries, Springer, vol. 2021, doi: https://doi.org/10.1007/s00799-021-00307-w, October 2021
  • Jacques Fize, Ludovic Moncla, Bruno Martins, Deep Learning for Toponym Resolution: Geocoding Based on Pairs of Toponyms, ISPRS International Journal of Geo-Information, vol. 10, n. 12, doi: https://doi.org/10.3390/ijgi10120818, December 2021
  • João Miguel Cordeiro Monteiro, Bruno Martins, Miguel Costa, João Moura Pires, Geospatial Data Disaggregation through Self-Trained Encoder–Decoder Convolutional Models, ISPRS International Journal of Geo-Information., vol. 10, n. 9, doi: https://doi.org/10.3390/ijgi10090619, December 2021

2020

  • Jacinto Estima, Bruno Martins, João Miguel Cordeiro Monteiro, Joel Silva, Maria Dias, Semantic segmentation and colorization of grayscale aerial imagery with W‐Net models, Expert Systems, Wiley-Blackwell Publishing Ltd, vol. 37, n. 6, doi: 10.1111/exsy.12622, United Kingdom, December 2020
  • Diego Jiménez–Badillo, Patricia Murrieta–Flores, Bruno Martins, Ian Gregory, Mariana Favila-Vázquez, Raquel Liceras-Garrido, Developing Geographically Oriented NLP Approaches to Sixteenth–Century Historical Documents: Digging into Early Colonial Mexico, Digital Humanities Quarterly, vol. 14, n. 4, December 2020

2019

  • Luís Borges, Bruno Martins, Pável Calado, Combining similarity features and deep representation learning for stance detection in the context of checking fake news, ACM Journal of Data and Information Quality, vol. 9, n. 39, April 2019
  • Jorge M. Fernandes, Miguel Won, Bruno Martins, Speechmaking and the selectorate: Persuasion in nonpreferential electoral systems, Comparative Political Studies, vol. 53, n. 5, doi: https://doi.org/10.1177%2F0010414019858964, December 2019

2018

  • Francisco Miguel Caramelo Duarte, Bruno Martins, Cátia Sousa Pinto, Mário J. Silva, Deep neural models for ICD-10 coding of death certificates and autopsy reports in free-text, Journal of Biomedical Informatics, Elsevier, vol. 80, pages 64-77, doi: 10.1016/j.jbi.2018.02.011, April 2018
  • Miguel Won, Murrieta-Flores, P., Bruno Martins, Ensemble Named Entity Recognition (NER): Evaluating NER Tools in the Identification of Place Names in Historical Corpora, Frontiers in Digital Humanities, doi: https://www.frontiersin.org/article/10.3389/fdigh.2018.00002, December 2018

2017

  • Rui Santos, Patricia Murrieta-Flores, Pável Calado, Bruno Martins, Toponym Matching through Deep Neural Networks, International Journal of Geographical Information Science, vol. 32, n. 2, pages 324--348, doi: 10.1080/13658816.2017.1390119, October 2017

2015

  • João Santos, Ivo Anastácio, Bruno Martins, Named Entity Disambiguation over Texts Written in the Portuguese or Spanish Languages, IEEE Latin America Transactions, IEEE Region 9, vol. 13, n. 3, March 2015

2014

  • Eduardo Cunha, Bruno Martins, Using One-Class Classifiers and Multiple Kernel Learning For Defining Imprecise Geographic Regions, International Journal of Geographical Information Science, Taylor & Francis, vol. 28, n. 11, doi: 10.1080/13658816.2014.916040, May 2014
  • João Santos, Ivo Anastácio, Bruno Martins, Using Machine Learning Methods for Disambiguating Place References in Textual Documents, GeoJournal, Springer, doi: 10.1007/s10708-014-9553-y, April 2014

2013

  • Catarina Moreira, Pável Calado, Bruno Martins, Learning to Rank Academic Experts in the DBLP dataset, Journal of Expert Systems, Wiley, doi: 10.1111/exsy.12062, December 2013

Edited Proceedings

2020

International Conferences

2022

  • Gil Rocha, Luís Trigo, Henrique Lopes Cardoso, Rui Sousa-Silva, Paula Carvalho, Bruno Martins, Miguel Won, Annotating Arguments in a Corpus of Opinion Articles, In International Conference on Language Resources and Evaluation, Marseille, France, December 2022
  • Rui Sousa-Silva, Henrique Lopes Cardoso, Luís Trigo, Gil Rocha, Paula Carvalho, Bruno Martins, Miguel Won, Predicting Argument Density from Multiple Annotations, In International Conference on Applications of Natural Language to Information Systems, Valence, Spain, December 2022
  • Gonçalo Raposo, Rui Orlando Magalhães Ribeiro, Bruno Martins, Luísa Coheur, Question rewriting? Assessing its importance for conversational question answering, In European Conference on Information Retrieval, doi: 10.1007/978-3-030-99739-7_23, December 2022

2021

  • Rita Ramos, Patrícia Pereira, Helena Moniz, Joao P. Carvalho, Bruno Martins, Retrieval Augmentation for Deep Neural Networks, In IEEE/INNS International Joint Conference on Neural Networks (IJCNN), July 2021
  • Luís Pedro Pires Borges, Bruno Martins, Jamie Callan, Assessing the Benefits of Model Ensembles in Neural Re-ranking for Passage Retrieval, In European Conference on IR Research, doi: https://doi.org/10.1007/978-3-030-72240-1_19, December 2021
  • João Vares Coelho, João Magalhães, Bruno Martins, Improving Neural Models for the Retrieval of Relevant Passages to Geographical Queries, In International Conference on Advances in Geographic Information, ACM, doi: https://doi.org/10.1145/3474717.3483960, December 2021
  • Rita Moreira Parada Ramos, Bruno Martins, Remote Sensing Image Captioning with Continuous Output Neural Models, In International Conference on Advances in Geographic Information Systems, ACM, doi: https://doi.org/10.1145/3474717.3483631, December 2021

2020

  • Mário Cardoso, Jacinto Estima, Bruno Martins, Spatio-Temporal Forecasting With Gridded Remote Sensing Data Using Feed-Backward Decoding, In Proceedings of the 28th International Conference on Advances in Geographic Information Systems, ACM, doi: 10.1145/3397536.3422247, USA, November 2020
  • Paula Carvalho, Bruno Martins, Hugo Rosa, Sílvio Moreira, Jorge Baptista, Mário J. Silva, Situational Irony in Farcical News Headlines, In Computational Processing of the Portuguese Language. PROPOR 2020., Springer, Cham, series LNCS, pages 65-75, doi: https://doi.org/10.1007/978-3-030-41505-1_7, March 2020

2019

  • Miguel Won, Danielle Caled, Bruno Martins, Mário J. Silva, A Hierarchical Label Network for Multi-label EuroVoc Classification of Legislative Contents, In International Conference on Theory and Practice of Digital Libraries, doi: 10.1007/978-3-030-30760-8_21, December 2019
  • Miguel Won, Raimundo, Filipa, Bruno Martins, Automatic extraction of relevant keyphrases for the study of issue competition, In 10.29007/mmk4, December 2019

2018

  • Nuno Freire, Bruno Martins, Pável Calado, Availability of cultural heritage structured metadata in the world wide web, In 22nd International Conference on Electronic Publishing, June 2018

2017

  • Francisco Miguel Caramelo Duarte, Bruno Martins, Cátia Sousa Pinto, Mário J. Silva, A Deep Learning Method for ICD-10 Coding of Free-Text Death Certificates, In EPIA 2017: Progress in Artificial Intelligence, Springer, vol. 10423, series LNCS, pages 137-149, doi: 10.1007/978-3-319-65340-2_12, August 2017

2016

  • Pedro Fialho, Ricardo Marques, Bruno Martins, Luísa Coheur, Paulo Quaresma, INESC-ID at ASSIN: Measuring Semantic Similarity and Recognizing Textual Entailment, In Propor workshop, July 2016

2015

  • João Pedro Lebre Magalhães Pereira, Helena Galhardas, Bruno Martins, A Benchmark for Relation Extraction Kernels, In East European Conference on Advances in Databases and Information Systems (ADBIS), Springer, pages 184-197, Poitiers, France, September 2015
  • João Loff, Manuel Reis, Bruno Martins, Predicting Well-Being With Geo-Referenced Data Collected from Social Media Platforms, In Proceedings of the 30th ACM Symposium on Applied Computing, ACM, March 2015

2014

  • Sílvio Moreira, Miguel Almeida, Bruno Martins, João Filgueiras, Mário J. Silva, TUGAS: Exploiting Unlabelled Data for Twitter Sentiment Analysis, In The 8th International Workshop on Semantic Evaluation (SemEval 2014) , ACL, pages 673-677, Dublin, Ireland, August 2014
  • Carolina de Figueiredo Bento, Daniel Jorge Viegas Gonçalves, Bruno Martins, Visualizing The Evolution of Groups of Politicians Mentioned In The News, In IV2014 - 18th International Conference on Information Visualisation, Conference Publishing Services (CPS), Paris, France, July 2014

2013

  • David S Batista, Rui Silva, Bruno Martins, Mário J. Silva, A Minwise Hashing Method for Addressing Relationship Extraction from Text, In Web Information Systems Engineering – WISE 2013, Springer, vol. 8181, series Lecture Notes in Computer Science, pages 216-230, doi: 10.1007/978-3-642-41154-0_16, October 2013
  • João Santos, Bruno Martins, David Batista, Document Analytics Through Entity Resolution, In International Conference on Web Information Systems Engineering, Springer, , October 2013
  • Tiago Gonçalves, Ana Paula Afonso, Bruno Martins, Daniel Jorge Viegas Gonçalves, ST-TrajVis: Interacting with Trajectory Data, In Proceedings BHCI2013 - 27th BCS Conference on Human Computer Interaction, September 2013
  • Tiago Gonçalves, Ana Paula Afonso, Bruno Martins, Visual Analysis of Mobility Data, In International Conference on Mobile Data Management, IEEE, , July 2013
  • Sílvio Moreira, João Pedro Passos Figueiras, Bruno Martins, Mário J. Silva, REACTION: A naive machine learning approach for sentiment classification, In Second Joint Conference on Lexical and Computational Semantics (*SEM), Association for Computational Linguistics, vol. 2, pages 490-494, http://www.aclweb.org/website/old_anthology/S/S13/, June 2013

2012

  • Ivo Anastácio, Bruno Martins, Pável Calado, The DMIR_Tagus Team at TAC-KBP 2012, In Text Analysis Conference, November 2012
  • Paula Cristina Vaz, David Martins de Matos, Bruno Martins, Stylometric Relevance-feedback towards a Hybrid Book Recommendation Algorithm, In BooksOnline’12 - Online Books, Complementary Social Media (workshop in conjunction with CIKM’12), Maui, Hawaii, USA, October 2012
  • André Nunes, Pável Calado, Bruno Martins, Resolving User Identities over Social Networks through Supervised Learning and Rich Similarity Features, In Proceedings of the ACM 27th Symposium On Applied Computing (SAC), March 2012

2011

  • Wang Ling, Pável Calado, Bruno Martins, Isabel Trancoso, Alan Black, Luísa Coheur, Named Entity Translation using Anchor Texts, In International Workshop on Spoken Language Translation (IWSLT) , San Francisco, USA, December 2011
  • Rui Candeias, Bruno Martins, Learning to Associate Relevant Photos to Georeferenced Textual Documents, In Proceedings of the 19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, doi: http://dx.doi.org/10.1145/2093973.2094044, , November 2011
  • Vitor Loureiro, Ivo Miguel da Quinta Anastácio, Bruno Martins, Learning to Resolve Geographical and Temporal References in Text, In Proceedings of the 19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, doi: http://dx.doi.org/10.1145/2093973.2094020, , November 2011
  • Ana Silva, Bruno Martins, Recommending Tags to Georeferenced Photos, In Proceedings of the 3rd ACM SIGSPATIAL Internationational Workshop on Location-Based Social Networks, doi: http://dx.doi.org/10.1145/2063212.2063229, , November 2011
  • Ivo Miguel da Quinta Anastácio, Bruno Martins, Pável Calado, Supervised Learning for Linking Named Entities to Wikipedia Pages, In Proceedings of the Text Analysis Conference, November 2011
  • Rui Candeias, Bruno Martins, Associating Relevant Photos to Georeferenced Textual Documents through Rank Aggregation, In Terra Cognita 2011 Workshop, , October 2011
  • Nuno Miguel Antunes Freire, José Borbinha, Pável Calado, Bruno Martins, A metadata geoparsing system for place name recognition and resolution in metadata records, In 11th annual international ACM/IEEE joint conference on Digital libraries (JCDL´11), ACM/IEEE, pages 339-348, doi: http://dx.doi.org/10.1145/1998076.1998140, NY, USA, June 2011
  • Bruno Martins, A Supervised Machine Learning Approach for Duplicate Detection over Gazetteer Records, In Proceedings of the 4th International Conference on Geospatial Semantics, doi: http://10.1007/978-3-642-20630-6_3, May 2011
  • Bruno Martins, Delimiting Imprecise Regions with Georeferenced Photos and Land Coverage Data, In Proceedings of the 10th International Symposium on Web and Wireless Geographical Information Systems, doi: http://10.1007/978-3-642-19173-2_17, April 2011
  • Bruno Martins, Helena Galhardas, Daniela Florescu, Markos Zacharioudakis, Sorin Nasoi, A library of data cleaning functions for XQuery (poster), In XML Prague, Prague, March 2011

2010

  • Bruno Martins, Ivo Miguel da Quinta Anastácio, Pável Calado, A Machine Learning Approach for Resolving Place References in Text, In 13th AGILE International Conference on Geographic Information Science, Association of Geographic Information Laboratories for Europ, doi: http://dx.doi.org/10.1007/978-3-642-12326-9_12, Guimarães, Portugal, March 2010
  • Bruno Martins, Pável Calado, Learning to Rank for Geographic Information Retrieval, In 6th Workshop on Geographic Information Retrieval, ACM, doi: http://dx.doi.org/10.1145/1722080.1722107, , Zurich, Switzerland, February 2010
  • Ivo Miguel da Quinta Anastácio, Bruno Martins, Pável Calado, Using the Geographic Scopes of Web Documents for Contextual Advertising, In 6th Workshop on Geographic Information Retrieval, ACM, doi: http://dx.doi.org/10.1145/1722080.1722103, , Zurich, Switzerland, February 2010

2009

  • José Borbinha, Jorge Miguel Calha Rainho Machado, Bruno Martins, Experiments on a Multinomial Language Model versus Lucene Off-the-shelf Ranking Scheme and Rocchio Query Expansion, In CLEF 2008 - Evaluating Systems for Multilingual and Multimodal Information Access, Springer, vol. 5706, series Lecture Notes in Computer Science, pages 50-57, doi: 10.1007/978-3-642-04447-2_5, September 2009

2008

  • José Borbinha, Nuno Miguel Antunes Freire, Bruno Martins, Complex Data Transformations in Digital Libraries with Spatio-Temporal Information, In ICADL 2008 - Proceedings of the 11th International Conference on Asian Digital Libraries, Springer, vol. 5362, series Lecture Notes in Computer Science, pages 174-183, doi: 10.1007/978-3-540-89533-6_18, Bali, Indonesia, December 2008
  • José Borbinha, Nuno Miguel Antunes Freire, Bruno Martins, Consolidation of References to Persons in Bibliographic Databases, In ICADL 2008 - Proceedings of the 11th International Conference on Asian Digital Libraries, Springer, vol. 5362, series Lecture Notes in Computer Science, pages 256-265, doi: 10.1007/978-3-540-89533-6_23, Bali, Indonesia, December 2008
  • José Borbinha, Hugo Miguel Álvaro Manguinhas, Bruno Martins, A geo-temporal Web gazetteer integrating data from multiple sources, In ICDIM 2008 - Third IEEE International Conference on Digital Information Management, IEEE, pages 146-153, doi: 10.1109/ICDIM.2008.4746784, London, UK, November 2008
  • Bruno Martins, Hugo Miguel Álvaro Manguinhas, José Borbinha, Extracting and Exploring the Geo-Temporal Semantics of Textual Resources, In IEEE International Conference on Semantic Computing, IEEE, pages 1-9, doi: 10.1109/ICSC.2008.86, Santa Clara, August 2008

2007

  • José Borbinha, Bruno Martins, Gilberto Filipe Santos Pedrosa, Nuno Miguel Antunes Freire, João Gil, Geographically-Aware Information Retrieval for Collections of Digitized Historical Maps, In GIR 2007 - 4th ACM Workshop on Geographical information Retrieval , ACM, doi: 10.1145/1316948.1316959, Lisbon, November 2007

National Journals

2016

  • Pedro Fialho, Ricardo Miguel Machado Marques, Bruno Martins, Luísa Coheur, Paulo Quaresma, INESC-ID@ASSIN: Medição de Similaridade Semântica e Reconhecimento de Inferência Textual}, Linguamática, pages 33-42, December 2016

2014

  • Indira Brito, Bruno Martins, Realização de Previsões com Conteúdos Textuais em Português, Linguamática, Revista para o Processamento Automático das Línguas Ibéricas, vol. 6, n. 1, April 2014

2013

  • David S Batista, David Forte, Rui Silva, Bruno Martins, Mário J. Silva, Extracção de Relações Semânticas de Textos em Português Explorando a DBpédia e a Wikipédia, Linguamática: Revista para o Processamento Automático das Línguas Ibéricas, vol. 5, n. 1, pages 41-57, June 2013

2012

  • Duarte Dias, Ivo Anastácio, Bruno Martins, Geocoding Textual Documents Through Hierarchical Classifiers Based on Language Models, Linguamática, Revista para o Processamento Automático das Línguas Ibéricas, vol. 4, n. 2, December 2012

National Conferences

2015

  • Luis M. de Campos, Juan M. Fernández-Luna, Juan F. Huete, Pável Calado, Bruno Martins, Learning Parliamentary Profiles for Recommendation Tasks, In 16th Conference of the Spanish Association for Artificial Intelligence, CAEPIA 2015, pages 187-197, November 2015

2014

2013

  • Carolina de Figueiredo Bento, Bruno Martins, Pável Calado, Predicting the future impact of academic publications, In 16th Portuguese Conference on Artificial Intelligence, pages 366-377, September 2013

2012

  • Duarte Dias, Ivo Anastácio, Bruno Martins, A Language Modeling Approach for Georeferencing Textual Documents, In Spanish Conference in Information Retrieval, June 2012

2011

  • Vítor Loureiro, Bruno Martins, Pável Calado, A Machine Learning Method for Resolving Temporal References in Text, In 15th Portuguese Conference on Artificial Intelligence, EPIA 2011, pages 745--759, October 2011
  • Sérgio Soares, Bruno Martins, Pável Calado, Extracting Biographical Sentences from Textual Documents, In 15th Portuguese Conference on Artificial Intelligence, EPIA 2011, pages 718--730, Lisbon, Portugal, October 2011
  • Catarina Moreira, Bruno Martins, Pável Calado, Learning to rank for expert search in digital libraries of academic publications, In 15th Portuguese Conference on Artificial Intelligence, EPIA 2011, Lisbon, Portugal, October 2011
  • Rui Candeias, Bruno Martins, Associating Photos to Textual Documents by Mining Geographic Information, In Proceedings of the 3rd Portuguese Symposium on Informatics, September 2011
  • Ana Silva, João Domingos, Bruno Martins, Automatically Tagging Photos Through the Usage of Nerarby Photos with Similar Contents, In Proceedings of the 3rd Portuguese Symposium on Informatics, September 2011
  • Catarina Moreira, Bruno Martins, Pável Calado, Using Rank Aggregation for Expert Search in Academic Digital Libraries, In InForum Simpósio de Informática 2011, September 2011
  • André Nunes, Bruno Martins, Pável Calado, Using supervised machine learning methods to resolve user identities on the social Web, In InForum Simpósio de Informática 2011, September 2011

2010

  • Vítor Hugo Sequeira, Bruno Martins, Delimitação automática de regiões vagas com base em fotos georreferenciadas no Flickr, In CAPSI 2010 - 10ª Conferência da Associação Portuguesa de Sistemas de Informação, October 2010

2009

  • Ivo Miguel da Quinta Anastácio, Bruno Martins, Pável Calado, Classifying documents according to locational relevance, In 14th Portuguese Conference on Artificial Intelligence, EPIA 2009, pages 598–609, Aveiro, Portugal, October 2009
  • Ricardo Castanheira Pereira, Bruno Martins, Jacinta Almeida, Mário Rui dos Santos Gomes, O Cidadão e o Prédio Urbano - Um projecto de integração de sistemas de informação, In CAPSI 2009, October 2009
  • Ivo Miguel da Quinta Anastácio, Bruno Martins, Pável Calado, A comparison of different approaches for assigning geographic scopes to documents, In InForum Simpósio de Informática 2009, pages 285-296, Lisboa, Portugal, September 2009

Technical Reports

2015

  • João Pedro Lebre Magalhães Pereira, Helena Galhardas, Bruno Martins, A Benchmark for Relation Extraction Kernels, Tech. Rep. 10 / 2015 INESC-ID Lisboa, April 2015

2013

Masters Theses

2016

  • Bruno Martins, Motor de Algoritmo Genético sobre GPUs, MSc thesis, Instituto Superior Técnico, May 2016

Other Publications

2012

  • Wesley Mathew, Bruno Martins, A Comparison of First- and Second-Order HMMs in the Task of Predicting the Next Locations of Mobile Individuals, ACM, November 2012
  • Wesley Mathew, Ruben Raposo, Bruno Martins, Predicting Future Locations with Hidden Markov Models, ACM, June 2012

2011

  • Pável Calado, Helena Galhardas, Bruno Martins, H. Sofia Pinto, Paulo Jorge Fernandes Carreira, From Data to Information, From Information to Knowledge, September 2011

PhD theses

Ongoing

  • Interacting with Remote Sensing Images Using Natural Language, João Daniel Silva. Instituto Superior Técnico - University of Lisbon (2022-). Bruno Martins, advisor. João Magalhães, co-advisor.
  • Neural Information Retrieval for Long Documents, João Vares Coelho. Instituto Superior Técnico (2022-). Bruno Martins, advisor.
  • Neural Information Retrieval, Luís Pedro Pires Borges. Instituto Superior Técnico (2022-). Bruno Martins, advisor.
  • Colaboração com IDSS, Pedro Miguel Branco Veiga. (2017-). José Borbinha, advisor. Bruno Martins, co-advisor.
  • Geospatial Data Disaggregation with Deep Neural Networks, João Miguel Cordeiro Monteiro. Instituto Superior Técnico (2017-). Bruno Martins, advisor.
  • Complex Systems approach to the political commentary in the Portuguese news media, Miguel Won. (2015-). Bruno Martins, advisor.
  • Sumarização personalizada de informação, Miguel Costa. University of Lisbon (2012-). Bruno Martins, advisor.

Finished

  • Map-Based interaction with Trajectory Data, Tiago José Lopes Gonçalves. (2015-2017). Ana Paula Afonso, advisor. Bruno Martins, co-advisor.
  • Visualização de informação geo-temporal, Tiago Santos. University of Lisbon (2012-2016). Ana Paula Afonso, advisor. Bruno Martins, co-advisor.

MSc theses

Ongoing

  • Estimating Emotional Valence and Arousal with Transformer-Based Language Models, Gonçalo Azevedo Mendes. Instituto Superior Técnico (2022-). Bruno Martins, advisor.
  • Geospatial Language Understanding, Catarina Gatinho. Instituto Superior Técnico (2022-). Bruno Martins, advisor.
  • Natural Language Processing Leveraging Entity-Aware Representations, José Malaquias. Instituto Superior Técnico (2022-). Bruno Martins, advisor.
  • Neural Models for Generating Clinically Accurate Chest X-Ray Reports, , André Loras Leite. Instituto Superior Técnico (2022-). Bruno Martins, advisor.
  • Neural Models Models Relating Natural Language and Images, Diogo Moura. Instituto Superior Técnico (2022-). Bruno Martins, advisor.
  • Neural Retrieval Models for Matching Patients to Clinical Trials, João Pereira. Instituto Superior Técnico (2022-). Bruno Martins, advisor.
  • Transformer Models for Remote Sensing Image Segmentation, Miguel Gonçalves. Instituto Superior Técnico (2022-). Bruno Martins, advisor.
  • Visual Question Answering with Remote Sensing Imagery, Francisco Guedes. Instituto Superior Técnico (2022-). Bruno Martins, advisor.
  • Conversational Question Re-Writing, Nichal Narotamo. Instituto Superior Técnico (2021-). Bruno Martins, advisor.
  • Recommendation of heterogenous wellness products, Pedro Miguel Águas Marques. Instituto Superior Técnico (2021-). Bruno Martins, advisor. Pável Calado, co-advisor.
  • ArgumentNext - Visualizing arguments in the real world, Ana Silva. (2021-). Daniel Jorge Viegas Gonçalves, advisor. Bruno Martins, co-advisor.
  • Neural Retrieval Models for the Portuguese Language, Duarte Miranda. (2021-). Bruno Martins, advisor. Mariana Almeida, co-advisor.
  • Delineating Boundaries for Vague Regions, . Instituto Superior Técnico (2020-). Bruno Martins, advisor. Jacinto Estima, co-advisor.
  • Key-Phrase Extraction Combining Graph-Based-Methods and Neural Language Models, Artur Guimarães. (2020-). Bruno Martins, advisor. Mathieu Roche, co-advisor.
  • Projecto DRE, Pavlo Kovalchuk, João Paulo da Costa Campos. (2018-). José Borbinha, advisor. Bruno Martins, co-advisor.

Finished

  • Remote Sensing for Image Captioning, Sergio Zaera. Instituto Superior Técnico (2021-2022). Bruno Martins, advisor.
  • Deep Learning for Language and Vision, João Daniel Silva. Instituto Superior Técnico (2020-2021). Bruno Martins, advisor.
  • Improving Differentiable Neural Architecture Search, Martin Mirakyan. Instituto Superior Tecnico (2020-2021). Bruno Martins, advisor. Paolo Romano, co-advisor.
  • Spatio-Temporal Question Answering Leveraging Neural Language Models for Passage Retrieval, João Vares Coelho. Instituto Superior Técnico (2020-2021). Bruno Martins, advisor. João Magalhães, co-advisor.
  • Convolutional Neural Networks for Archaeological Pottery Classification, Tomás Alexandre Pintão de Oliveira. Instituto Superior Técnico (2019-2021). Bruno Martins, advisor. Jacinto Estima, co-advisor.
  • Data Integration in Support of Gazetteer Development, Bruno Filipe Braz Magalhães. Instituto Superior Técnico (2019-2021). Bruno Martins, advisor. Jacinto Estima, co-advisor.
  • Mapping Urban Areas Leveraging the Analysis of Ground-Level Imagery with Convolutional Neural Networks, Henrique Metelo Rita de Almeida. Instituto Superior Técnico (2019-2021). Bruno Martins, advisor. Jacinto Estima, co-advisor.
  • Deep Learning methods for document relevance rakingin the context of search engines for legal/legislative contents, Manuel João Sousa Santos. (2018-2021). Bruno Martins, advisor. Pável Calado, co-advisor.
  • Document Geocoding and Toponym Resolution with Neural Language Models,, Diogo Alexandre Araújo Viegas. (2020-2021). Bruno Martins, advisor. Maguelonne Teisseire, co-advisor.
  • Clinical Text Summarization, Nuno Infante. Instituto Superior Técnico (2020-2021). Bruno Martins, advisor. Nuno Silva, co-advisor.
  • Deep Energy Networks for Data Completion, Olavo Bacelar. Instituto Superior Técnico (2020-2021). Bruno Martins, advisor. André Martins, co-advisor.
  • Deep Learning for Medical Visual Question Answering, João Pires da Silva. Instituto Superior Técnico (2020-2021). Bruno Martins, advisor. João Magalhães, co-advisor.
  • Deep Learning for Remote Sensing Image Captioning, João Barata. Instituto Superior Técnico (2020-2021). Bruno Martins, advisor. Jacinto Estima, co-advisor.
  • Neural Approaches for Conversational Question Answering, André Godinho. Instituto Superior Técnico (2020-2021). Bruno Martins, advisor. Mariana Almeida, co-advisor.
  • Neural Approaches for Question Retrieval and Generation from FAQ Databases, Tiago Mesquita. Instituto Superior Técnico (2020-2021). Bruno Martins, advisor. Mariana Almeida, co-advisor.
  • Neural Methods for Biomedical Synonym Discovery and Concept Alignment,, Leonor Fernandes. Instituto Superior Técnico (2020-2021). Bruno Martins, advisor. Daniel Faria, co-advisor.
  • Hybrid Approaches for Spatial Data Interpolation,, Marcos Barata. Instituto Superior Técnico (2020-2021). Bruno Martins, advisor. Jacinto Estima, co-advisor.
  • Predição de eventos em comércio online e sua interação com pesquisas, Rita Conde. Instituto Superior Técnico (2020-2021). Bruno Martins, advisor. Pedro Balage, co-advisor.
  • Convolutional Neural Networks for the Classification of 3D Medical Images, Luis Henrique Vieira Pereira. (2020-2021). Bruno Martins, advisor.
  • Fenotipagem na Multimorbilidade, Miguel Terras Froes. Instituto Superior Técnico, Universidade de Lisboa (2020). Mário J. Silva, advisor. Bruno Martins, co-advisor.
  • Deep Learning for Spatio-Temporal Forecasting with Gridded Remote Sensing, Mário João Cabral Cardoso. Instituto Superior Técnico (2019-2020). Bruno Martins, advisor. Jacinto Estima, co-advisor.
  • RiverCure Portal: Collaborative GeoPortal for Curatorship of Digital Resources in the Water Management Domain, Marta Gonçalves Barcia Gonzalez. IST (2018-2020). Alberto Rodrigues da Silva, advisor. Bruno Martins, co-advisor.
  • Data Extraction and Integration for the Creation of a Database Describing Portuguese Unions and other Social Partners, João Manuel Ramires Machado. (2020). Bruno Martins, advisor. José Borbinha, co-advisor.
  • A Framework to Assess the Quality and Recommend Changes of Software Issues, David Coimbra. Instituto Superior Técnico (2019-2020). Rui Abreu, advisor. Bruno Martins, co-advisor.
  • Classificação de texto clínico para auxiliar tarefas de codificação, Isabel Coutinho. Instituto Superior Técnico (2019-2020). Bruno Martins, advisor. João Leal, co-advisor.
  • Deep Learning for the Automatic Generation of Medical Imaging Reports, João Cardoso. Instituto Superior Técnico (2019-2020). Bruno Martins, advisor. Nuno Silva, co-advisor.
  • Information Extraction on Policy Preferences from Party Manifestos, Political Speeches and Opinion Articles, Nuno Amaro. Instituto Superior Técnico (2019-2020). Bruno Martins, advisor. Miguel Won, co-advisor.
  • Integração de dados para construção de gazetteers, Bruno Magalhães. Instituto Superior Técnico (2019-2020). Bruno Martins, advisor. Jacinto Estima, co-advisor.
  • Sentence-level representations for document ranking,, Manuel Santos. Instituto Superior Técnico (2019-2020). Bruno Martins, advisor. Pável Calado, co-advisor.
  • Quantifing Emotional Valence and Arosal from Natural Language, Ana Sofia Aparicio da Costa. (2019-2020). Bruno Martins, advisor. João Miguel Cordeiro Monteiro, co-advisor.
  • Co-Reference Resolution in Portuguese and Spanish Texts, Nádia Fernandes. Instituto Superior Técnico (2019-2020). Bruno Martins, advisor. Henrique Lopes Cardoso, co-advisor.
  • Deep Learning para extração de argumentos desde documentos textuais, Adriana Correia Pereira. (2019-2020). Bruno Martins, advisor. Henrique Lopes Cardoso, co-advisor.
  • Classificação Automática de Causas de Mortalidade de Acordo com a Norma ICD-10, Liliana Lopes de Oliveira. (2019-2020). Bruno Martins, advisor. Mauro Sansana, co-advisor.
  • Detecting and Characterizing User Sessions in the Context of a Search Engine for Legislative Contents, Pedro Miguel De Almeida Gomes. IST (2018-2019). Bruno Martins, advisor. Luís Cruz, co-advisor.
  • Geolocalização Automática de Fotografias usando Redes Neuronais Profundas, Tiago José Batista da Conceição. FCT-UNL (2018-2019). João Moura Pires, advisor. Bruno Martins, co-advisor.
  • Soil Classification Resorting to Machine Learning Techniques, Didier Narciso Dias. FCT-UNL (2018-2019). João Moura Pires, advisor. Bruno Martins, co-advisor.
  • Classifying Geo-Referenced Photos and Segmenting Satellite Imagery for the Assessment of Flood Severity, Jorge Miguel da Silva Pereira. Instituto Superior Técnico (2018-2019). Bruno Martins, advisor. Jacinto Estima, co-advisor.
  • Segmentação de Imagens de Satélite com Redes Neuronais Profundas, Maria Marta Lampreia Dias. (2018-2019). Bruno Martins, advisor. Jacinto Estima, co-advisor.
  • Toponym Resolution in Text, Ana Bárbara Inácio Cardoso. Instituto Superior Técnico (2018-2019). Bruno Martins, advisor. Jacinto Estima, co-advisor.
  • Construção de representações para conceitos extraídos desde textos clínicos, Veniamin Craciun. (2018-2019). Manuel Lopes, advisor. Bruno Martins, co-advisor.
  • Deep Learning for Automatic Classification of Multi-Modal Information Corresponding to Chest Radiology Reports, Nelson Filipe Rodrigues Nunes. (2018-2019). Bruno Martins, advisor. Mário J. Silva, co-advisor.
  • Question Generation With Deep Neural Networks, Ângela Margarida Gonçalves Ferreira. (2017-2019). Luísa Coheur, advisor. Bruno Martins, co-advisor.
  • Information Platform for Muscle-skeletal Health, Alexandre Silva Carreira. Instituto Superior Técnico, Universidade de Lisboa (2018-2019). Mário J. Silva, advisor. Bruno Martins, co-advisor.
  • Mining e-prescription databases, Daniel Filipe Alves Botas. Instituto Superior Técnico, Universidade de Lisboa (2018-2019). Mário J. Silva, advisor. Bruno Martins, co-advisor.
  • Simultaneous Tagging of Named Entities and Parts-of-Speech for Portuguese and Spanish Texts, Luís Miguel Paiva Sampaio Santos. IST (2018-2019). Bruno Martins, advisor. Pedro Balage, co-advisor.
  • Interpretable Deep Learning Methods for Classifying Folktales According to the Aarne-Thompson-Uther Scheme, Duarte Pompeu. Instituto Superior Técnico, Universidade de Lisboa (2018-2019). Bruno Martins, advisor. David Martins de Matos, co-advisor.
  • Land Classification Using Deep Neural Networks Applied to Satellite Imagery Combined with Ground-Level Images, Luís Ricardo Fonseca Agostinho Freixinho. IST (2018-2019). Bruno Martins, advisor. João Moura Pires, co-advisor.
  • Reconhecimento de Identidades Mencionadas sobre Textos em Português, Luis Miguel Paiva Sampaio Santos. (2018-2019). Bruno Martins, advisor. Pedro Balaje, co-advisor.
  • Cross-Lingual Argumentation Mining, Paulo Alexandre Alves. (2017-2018). Bruno Martins, advisor. Miguel Won, co-advisor.
  • Deep Learning for Multi-Label ICD-10 Classification of Hospital Discharge Summaries, Rafael Alexandre Pires de Miranda. Instituto Superior Técnico, Universidade de Lisboa (2018). Bruno Martins, advisor. Mário J. Silva, co-advisor.
  • Análise de Texto com Redes Neuronais Profundas para a Detecção de Notícias Falsas, Luís Pedro Pires Borges. (2017-2018). Bruno Martins, advisor. Pável Calado, co-advisor.
  • Predicting Restaurant Inspection Scores Based on Yelp Data and Sanitary Inspection Reports, Filipe Flores Monteiro. Instituto Superior Técnico, Universidade de Lisboa (2017-2018). Bruno Martins, advisor. Mário J. Silva, co-advisor.
  • Approximate String Matching and Duplicate Detection in the Deep Learning Era, Alexandre Veríssimo de Sousa Marinho. IST (2017-2018). Bruno Martins, advisor. Pável Calado, co-advisor.
  • EpiMass: A Clinical and Epidemiological Platform for Mass Gatherings, Miguel Felicio Raposo Vieira. Instituto Superior Técnico, Universidade de Lisboa (2017-2018). Mário J. Silva, advisor. Bruno Martins, co-advisor.
  • Neural Methods for Cross-lingual Sentence Compression, Frederico Infante Rodrigues. IST, UL (2017-2018). Bruno Martins, advisor. Ricardo Ribeiro, co-advisor.
  • Detecção, atribuição e classificação de citações em artigos de jornais, João Daniel Fernandes Godinho. (2018). Bruno Martins, advisor. Henrique Cardoso, co-advisor.
  • Automatic Assignment of Geospatial Coordinates to Historical Photos, Nuno Yatin Manoje Ramanlal. (2017-2018). Bruno Martins, advisor. Patricia Murrieta-Flores, co-advisor.
  • Desambiguação de Etiquetas Morfosintácticas Utilizando Redes Neuronais Recorrentes e Word Embeddings, Bernardo Afonso Francisco Casaleiro. (2017-2018). Nuno J. Mamede, advisor. Bruno Martins, co-advisor.
  • Cross-lingual toponym resolution with deep neural networks, Ricardo Jorge Barreira Custódio. (2017). Bruno Martins, advisor. Miguel Won, co-advisor.
  • Sleep Desorders Clinical Database, Tiago André Ferreira Castanheira, Barbara Luis Sequeira de Pinho. Instituto Superior Técnico, Universidade de Lisboa (2017). Mário J. Silva, advisor. Bruno Martins, co-advisor.
  • Automatic Dating of Textual Documents, Rui Miguel Fernandes Figueira. IST (2016-2017). Bruno Martins, advisor. Daniel Gomes, co-advisor.
  • Geocodificação e Datação Automática de Obras Musicais com, Base no Conteúdo Áudio, Mauro Domingues Teles. Instituto Superior Técnico, Universidade de Lisboa (2015-2017). Bruno Martins, advisor. David Martins de Matos, co-advisor.
  • Scalable and Memory-Efficient Approaches for Spatial Data Downscaling Leveraging Machine Learning, Carlos Ribeiro. Ist, Lisbon University (2017). Paolo Romano, advisor. Bruno Martins, co-advisor.
  • Keyphrase Extraction and Geo-Temporal Characterization of their Occurrence, Francisco José Guerra Carreira. (2017). Bruno Martins, advisor. Miguel Won, co-advisor.
  • Automated Classification of Causes of Mortality, Francisco Ribeiro Duarte. Instituto Superior Técnico, Universidade de Lisboa (2017). Mário J. Silva, advisor. Bruno Martins, co-advisor.
  • Automaticallly Georeferencing Tabular Descriptions of Historic Routes, Rui Pedro Duarte Santos. (2017). Bruno Martins, advisor. Patricia Murrieta-Flores, co-advisor.
  • Computational Detection of Irony in Textual Messages, Filipe Nuno Marques Pires da Silva. Instituto Superior Técnico, Universidade de Lisboa (2015-2016). Bruno Martins, advisor. David Martins de Matos, co-advisor.
  • Understanding Spatial Semantics in Natural Language, Alexey Mazalov. Instituto Superior Técnico, Universidade de Lisboa (2015-2016). Bruno Martins, advisor. David Martins de Matos, co-advisor.
  • Spatial Disaggregation Using Geo-Referenced Flickr Data as Auxilary Information, João Miguel Cordeiro Monteiro. (2015-2016). Bruno Martins, advisor. João Carlos Gomes Moura Pires, co-advisor.
  • Open Information Extraction in Spoken Dialogue, José Jorge Marcos Raposo. Instituto Superior Técnico, Universidade de Lisboa (2015-2016). David Martins de Matos, advisor. Bruno Martins, co-advisor.
  • Event Recommendation Engine, Jorge Miguel Lopes Branco de Oliveira. (2015-2016). Pável Calado, advisor. Bruno Martins, co-advisor.
  • Polinformatics and using textual transcript of parliamentary interventions for profiling Portuguese politicians, Vasco Pinto Ferreira. Instituto Superior Técnico, Universidade de Lisboa (2015-2016). Bruno Martins, advisor. David Martins de Matos, co-advisor.
  • Geocodificação de documentos com métodos de aprendizagem semi-supervisionada, Fernando Melo. University of Lisbon (2014-2015). Bruno Martins, advisor.
  • Semantic classification of locations from mobility history information, Ruben da Costa Raposo. Instituto Superior Técnico (2012-2015). Bruno Martins, advisor.
  • Geração de redes entre entidades mencionadas em textos, David Forte. University of Lisbon (2013-2014). Bruno Martins, advisor.
  • Caracterização de regiões urbanas com base em dados de redes sociais baseadas na localização, Eduardo Cunha. University of Lisbon (2012-2014). Bruno Martins, advisor.
  • Desenvolvimento de modelos de previsão com base em textos, Indira Brito. University of Lisbon (2013-2014). Bruno Martins, advisor.
  • Supervised Learning for Relationship Extraction From Textual Documents, João Pedro Lebre Magalhães Pereira. (2012-2013). Bruno Martins, advisor. Helena Galhardas, co-advisor.
  • Linking entities to wikipedia documents, Joao Tiago Luis dos Santos. Instituto Superior Técnico (2012-2013). Bruno Martins, advisor.
  • Pesquisa de respostas em bases de dados de perguntas frequentes, Antonio Pedro Pires Amaral. Instituto Superior Técnico (2011-2013). Bruno Martins, advisor. Pável Calado, co-advisor.
  • XML data cleaning, Diogo Fernandes Simões. Instituto Superior Técnico (2011-2013). Bruno Martins, advisor. Helena Galhardas, co-advisor.
  • Extracção de informação desde referências bibliográficas, Pedro Carloto. University of Lisbon (2011-2013). José Borbinha, advisor. Bruno Martins, co-advisor.
  • Findind Influencers in Online Social Network, Carolina de Figueiredo Bento. Instituto Superior Técnico (2012). Bruno Martins, advisor. Pável Calado, co-advisor.
  • Opinion Mining and Geospatial Distribution of Opinions, Duarte Choon Dias. Instituto Superior Técnico (2011-2012). Bruno Martins, advisor.
  • Anotação automática de fotos georreferenciadas com palavras chave, Ana Filipa Barreiro da Silva. Instituto Superior Técnico (2011-2012). Bruno Martins, advisor. Pável Calado, co-advisor.
  • Aprendizagem automática para ordenação de resultados de motores de busca, João Miguel Nascimento Monteiro Vicente. Instituto Superior Técnico (2011-2012). Bruno Martins, advisor. Pável Calado, co-advisor.
  • Sistemas de recomendação com suporte ao contexto geográfico, João Manuel Fontinha Domingos. Instituto Superior Técnico (2011-2012). Bruno Martins, advisor.
  • Gazetteer Record Linkage, Nelson Filipe Amorim Gonçalves. Instituto Superior Técnico (2011-2012). Helena Galhardas, advisor. Bruno Martins, co-advisor.
  • Extracção de referências bibliográficas, Ricardo Alves Gonçalves. (2011-2012). José Borbinha, advisor. Bruno Martins, co-advisor.
  • Extracting of biographical sentences from newswire documents, Sérgio Filipe da Costa Dias Soares. Instituto Superior Técnico (2011). Bruno Martins, advisor. Pável Calado, co-advisor.
  • Interface Web para a exploração de resultados de um sistema de Geographic Information Retrieval, Pedro Filipe Martins. IST/UTL (2009-2011). Bruno Martins, advisor. Manuel J. Fonseca, co-advisor.
  • Detecção e rastreio geo-temporal de tópicos importantes em textos noticiosos, Erik Michael Leal Wennberg. Instituto Superior Técnico (2011). Bruno Martins, advisor. Pável Calado, co-advisor.
  • Extracção de opiniões/sentimentos desde documentos textuais, Diogo Viana Santos. Instituto Superior Técnico (2011). Bruno Martins, advisor. Pável Calado, co-advisor.
  • Paper Cut: Extração Automática de Meta-dados de Artigos Científicos, Ricardo Pereira Candeias. Instituto Superior Técnico (2011). Bruno Martins, advisor. Pável Calado, co-advisor.
  • Pesquisa de peritos com restrições geográficas, Catarina Alexandra Pinto Moreira. Instituto Superior Técnico (2011). Bruno Martins, advisor. Pável Calado, co-advisor.
  • Reconhecimento e desambiguação de expressões temporais em textos, Vítor Sérgio Santos Loureiro. Instituto Superior Técnico (2011). Bruno Martins, advisor. Pável Calado, co-advisor.
  • Geographicaly Aware Cross-Media Retrieval, Rui Filipe Mendes Candeias. Instituto Superior Técnico (2011). Bruno Martins, advisor.
  • Descoberta automática de identidades em redes sociais a partir de endereços de e-mail, André Gonçalo Delaunay Nunes. Universidade Técnica de Lisboa, Instituto Superior Técnico (2010-2011). Pável Calado, advisor. Bruno Martins, co-advisor.
  • Classificação automática de documentos web numa hierarquia de tópicos, Vitor Hugo Fernandes Sequeira. Instituto Superior Técnico (2010-2011). Bruno Martins, advisor. Pável Calado, co-advisor.
  • iKelius - Sistema de Recomendação e de Reconhecimento de Padrões num ambiente Media Center, André de Trigueiros Pinção Lucas. Instituto Superior Técnico (2010). Bruno Martins, advisor. Andreas Wichert, co-advisor.
  • Criação de Mapas Temáticos atravéz de extensões às normas do open geospatial consortium, Emanuel José Fernandes Rita. Instituto Superior Técnico (2009-2010). José Borbinha, advisor. Bruno Martins, co-advisor.
  • Qualidade de Dados em Gazetteers, André Fernando Miranda Osório Soares. Instituto Superior Técnico (2009-2010). José Borbinha, advisor. Bruno Martins, co-advisor.
  • Quality Assessment for Geographic Web Services, Pedro Ferreira Fernandes e Melo Medeiros. Instituto Superior Técnico (2009). José Borbinha, advisor. Bruno Martins, co-advisor.
  • Sistemas de Informação Geográfica para gestão de cadastro, Ricardo Castanheira Pereira. Instituto Superior Técnico (2008-2009). Bruno Martins, advisor. Mário Rui dos Santos Gomes, co-advisor.
  • Sistema de suporte à publicação de anúncios na Web com base em contextos geográficos, Ivo Miguel da Quinta Anastácio. Instituto Superior Técnico (2008-2009). Pável Calado, advisor. Bruno Martins, co-advisor.
  • Prospecção de logs de um motor de busca, Nelson Manuel Eduardo Veríssimo. Instituto Superior Técnico (2008-2009). Pável Calado, advisor. Bruno Martins, co-advisor.

Graduation theses

Ongoing

  • Classification of Chest X-Ray Images with Deep Neural Networks for Detecting COVID-19, Inês Vanessa Carneiro Filipe. (2020-). Arlindo L. Oliveira, advisor. Bruno Martins, co-advisor.

Internships

Ongoing

  • Multimodal Learning Using the Global Workspace Theory", , Kshitij Ambilduke. INESC-ID (2022-). Bruno Martins, advisor. André Martins, co-advisor.

Finished

  • Spatial Disaggregation of Population Subgroups, Marina Georgati. Aalborg University (2021). Bruno Martins, advisor.