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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.
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Identification

Personal identification

Full name
Bruno Emanuel da Graça Martins

Citation names

  • Martins, Bruno

Author identifiers

Ciência ID
A914-BDD4-17B1
ORCID iD
0000-0002-3856-2936
Google Scholar ID
VQMUt8kAAAAJ
Researcher Id
J-9735-2015
Scopus Author Id
8546762500

Websites

Knowledge fields

  • Engineering and Technology - Electrotechnical Engineering, Electronics and Informatics - Communication Engineering and Systems

Languages

Language Speaking Reading Writing Listening Peer-review
English Advanced (C1) Advanced (C1) Advanced (C1) Advanced (C1)
French Beginner (A1) Intermediate (B1) Beginner (A1) Beginner (A1)
Education
Degree Classification
2009
Concluded
 Engenharia Informática (Doutoramento)
Major in Sistemas de Informação
Universidade de Lisboa Faculdade de Ciências, Portugal
"Geographically Aware Web Information Retrieval" (THESIS/DISSERTATION)
 Aprovado com distinção
Affiliation

Science

Category
Host institution 		Employer
2009/01 - Current Researcher (Research) Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal

Teaching in Higher Education

Category
Host institution 		Employer
2021/06/01 - Current Associate Professor (University Teacher) Universidade de Lisboa Instituto Superior Técnico, Portugal
Universidade de Lisboa Instituto Superior Técnico, Portugal
2009/01 - 2021/05/31 Assistant Professor (University Teacher) Universidade de Lisboa Instituto Superior Técnico, Portugal
Universidade de Lisboa Instituto Superior Técnico, Portugal
Projects

Contract

Designation Funders
2023 - 2025 CRAI - Center for Responsible AI
RRP C645008882-00000055
Researcher
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
Ongoing
2021/03/01 - 2024/02/29 DETECT - Ciência dos dados em vigilância epidemiológica com recurso a múltiplas fontes de dados - Melhor monitorização da gripe/COVID-19 e detecção de novos surtos
DSAIPA/DS/0133/2020
Principal investigator
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal

Instituto Nacional de Saúde Doutor Ricardo Jorge, Portugal
Fundação para a Ciência e a Tecnologia
Ongoing
2020 - 2024 MOOD - MOnitoring Outbreak events for Disease surveillance in a data science context
H2020 Project 874850
Researcher
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
 EU Framework Programme for Research and Innovation Societal Challenges
Ongoing
2018/10/01 - 2022/09/30 REP - Representatividade dos parceiros sociais e o impacto da governança económica
PTDC/SOC-SOC/29207/2017
Researcher
Universidade de Lisboa Instituto de Ciências Sociais, Portugal

Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
Fundação para a Ciência e a Tecnologia
Ongoing
2018/10/01 - 2022/07/30 DARGMINTS - Análise de Discurso e Prospeção de Argumentos a partir de Fontes Textuais
PTDC/CCI-COM/31460/2017
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal

Universidade do Porto, Portugal
Fundação para a Ciência e a Tecnologia
Ongoing
2018/10/01 - 2021/09/30 HATE - Correntes de ódio e inverdade? Estudo das atitudes e da prevalência de ódio e inverdade em debates políticos através de comentários a notícias online, posts e tweets
PTDC/CPO-CPO/28495/2017
Universidade de Lisboa Instituto de Ciências Sociais, Portugal

Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
Fundação para a Ciência e a Tecnologia
Ongoing
2018/10/01 - 2021/09/30 MIMU - Prospecção de informação geo-referenciada de múltiplas fontes e modalidades
PTDC/CCI-CIF/32607/2017
Principal investigator
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal

Associação para a Inovação e Desenvolvimento da FCT, Portugal
Fundação para a Ciência e a Tecnologia
Ongoing
2018/06/14 - 2021/06/13 RiverCure - Curar e assimilar dados autorizados e obtidos por crowdsourcing para reduzir a incerteza na modelação de escoamentos fluviais
PTDC/CTA-OHR/29360/2017
Researcher
Associação do Instituto Superior Técnico para a Investigação e Desenvolvimento, Portugal

Agência Portuguesa do Ambiente, Portugal

Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
Fundação para a Ciência e a Tecnologia
Ongoing
2016/03/01 - 2020/11/30 GoLocal - Da monitorização de fluxos de dados globais à recomendação com base em contexto
CMUP-ERI/TIC/0046/2014
Researcher
Universidade Nova de Lisboa Laboratório para a Ciência da Computação e Informática, Portugal

Associação para a Inovação e Desenvolvimento da FCT, Portugal

Instituto de Telecomunicações, Portugal

Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
Fundação para a Ciência e a Tecnologia
Ongoing
2017/09/04 - 2020/09/03 Explorando o Início do México Colonial: Análise Computacional em Larga Escala de Fontes Históricas do Século XVI
T-AP/0001/2016
Principal investigator
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
 Fundação para a Ciência e a Tecnologia
Ongoing
2016/07/01 - 2019/12/31 Saturn - Armazenamento e Processamento de Quantidades Massivas de Dados Espaço-Temporais na Nuvem
PTDC/EEI-SCR/1743/2014
Researcher
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
 Fundação para a Ciência e a Tecnologia
Concluded
2015/07/01 - 2016/12/31 Expressão e Reconhecimento de Ironia nos Média Sociais Multiculturais
UTAP-EXPL/EEI-ESS/0031/2014
Researcher
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
 Fundação para a Ciência e a Tecnologia
Concluded
2013/07/01 - 2016/07/03 Tratamento de Dados em Larga-escala em Ambientes Nuvem
EXCL/EEI-ESS/0257/2012
Researcher
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal

Universidade de Lisboa Instituto Superior de Agronomia, Portugal

Fundacao para a Computacao Cientifica Nacional, Portugal

Instituto de Biologia Experimental e Tecnológica, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
2014/01/01 - 2015/06/30 KD-LBSN : Prospecção de Dados em Redes Sociais Baseadas na Localização
EXPL/EEI-ESS/0427/2013
Principal investigator
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
 Fundação para a Ciência e a Tecnologia
Concluded
2011/03/01 - 2014/08/31 SMARTIS - Esquemas Inteligentes de Indexação e Busca
PTDC/EIA-EIA/115346/2009
Researcher
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
 Fundação para a Ciência e a Tecnologia
Concluded
2010/10/01 - 2014/04/30 REACTION - Tecnologia de Recuperação, Extracção e Agregação de Infomação para Integração e Organização de Notícias
UTA-Est/MAI/0006/2009
Researcher
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal

Universidade de Lisboa Laboratório de Sistemas Informáticos de Grande Escala, Portugal

Público Comunicação Social SA, Portugal

Fundação da Faculdade de Ciências da Universidade de Lisboa, Portugal

Universidade do Porto Faculdade de Engenharia, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
2011/01/01 - 2013/06/30 SInteliGIS - Serviços Inteligentes para Processamento de Informação Geográfica
PTDC/EIA-EIA/109840/2009
Principal investigator
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal

Direção-Geral do Território, Portugal

Fundação da Faculdade de Ciências da Universidade de Lisboa, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
2008/01/02 - 2010/10/31 GREASE-II - Raciocínio Geográfico para Motores de Busca
PTDC/EIA/73614/2006
Researcher
Fundação da Faculdade de Ciências da Universidade de Lisboa, Portugal

Universidade de Lisboa Laboratório de Sistemas Informáticos de Grande Escala, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
Outputs

Publications

Book chapter
  1. Gonçalo Azevedo Mendes; Bruno Martins. "Quantifying Valence and Arousal in Text with Multilingual Pre-trained Transformers". 2023.
    10.1007/978-3-031-28244-7_6
  2. Isabel Coutinho; Bruno Martins. "Exploring Label Correlations for Quantification of ICD Codes". 2023.
    10.1007/978-3-031-45275-8_41
  3. Raquel Rego; Miguel Won; Bruno Martins; Amália Mendes; Iria del Río; Pierre Lejeune. "The crisis impact on the political discourse of Portuguese social partners". 2018.
    10.31447/ics9789726715047.07
  4. Martins, B.; Anastácio, I.; Calado, P.. "A machine learning approach for resolving place references in text". In Lecture Notes in Geoinformation and Cartography, 221-236. 2010.
    10.1007/978-3-642-12326-9-12
Conference paper
  1. Miguel Gonçalves; Bruno Martins; Jacinto Estima. "A Detailed Analysis on the Use of General-purpose Vision Transformers for Remote Sensing Image Segmentation". 2023.
    10.1145/3615886.3627751
  2. Luís Borges; Bruno Martins; Jamie Callan. "KALE: Using a K-Sparse Projector for Lexical Expansion". 2023.
    10.1145/3578337.3605131
  3. Gil Rocha; Bernardo Leite; Luís Trigo; Henrique Lopes Cardoso; Rui Sousa-Silva; Paula Carvalho; Bruno Martins; Miguel Won. "Predicting Argument Density from Multiple Annotations". Paper presented in International Conference on Natural Language & Information Systems, València, 2022.
    Published • 10.1007/978-3-031-08473-7_21
  4. Marina Georgati; João Monteiro; Bruno Martins; Carsten Keßler. "Spatial Disaggregation of Population Subgroups Leveraging Self-Trained Multi-Output Gradient Boosting Regression Trees". Paper presented in Annual Conference of the Association of Geographic Information Laboratories in Europe, Vilnius, 2022.
    Published • 10.5194/agile-giss-3-5-2022
  5. Krzysztof Janowicz; Rui Zhu; Judith Verstegen; Grant McKenzie; Bruno Martins; Ling Cai. "Six GIScience Ideas That Must Die". Paper presented in Annual Conference of the Association of Geographic Information Laboratories in Europe, Vilnius, 2022.
    Published • 10.5194/agile-giss-3-7-2022
  6. Gonçalo Raposo; Rui Ribeiro; Bruno Martins; Luísa Coheur. "Question Rewriting? Assessing Its Importance for Conversational Question Answering". Paper presented in European Conference on Information Retrieval, Stavanger, 2022.
    Published • 10.1007/978-3-030-99739-7_23
  7. "Improving Neural Models for the Retrieval of Relevant Passages to Geographical Queries". Paper presented in International Conference on Advances in Geographic Information Systems, 2021.
    10.1145/3474717.3483960
  8. "Remote Sensing Image Captioning with Continuous Output Neural Models". 2021.
    10.1145/3474717.3483631
  9. "Retrieval Augmentation for Deep Neural Networks". 2021.
    10.1109/ijcnn52387.2021.9533978
  10. "Assessing the Benefits of Model Ensembles in Neural Re-ranking for Passage Retrieval". Paper presented in European Conference on Information Retrieval, 2021.
    10.1007/978-3-030-72240-1_19
  11. "Spatio-Temporal Forecasting With Gridded Remote Sensing Data Using Feed-Backward Decoding". 2020.
    10.1145/3397536.3422247
  12. "Situational Irony in Farcical News Headlines". Paper presented in International Conference on Computational Processing of the Portuguese Language, 2020.
    10.1007/978-3-030-41505-1_7
  13. Duarte, F.; Martins, B.; Pinto, C.S.; Silva, M.J.. "A deep learning method for ICD-10 coding of free-text death certificates". Paper presented in EPIA Conference on Artificial Intelligence, 2017.
    10.1007/978-3-319-65340-2_12
  14. Mirrezaei, S.I.; Martins, B.; Cruz, I.F.. "A distantly supervised method for extracting spatio-temporal information from text". 2016.
    10.1145/2996913.2996967
  15. Batista, D.S.; Martins, B.; Silva, M.J.. "Semi-supervised bootstrapping of relationship extractors with distributional semantics". 2015.
  16. Mirrezaei, S.I.; Martins, B.; Cruz, I.F.. "The triplex approach for recognizing semantic relations from noun phrases, appositions, and adjectives". 2015.
  17. Mazalov, A.; Martins, B.; Matos, D.. "Spatial role labeling with convolutional neural networks". 2015.
    10.1145/2837689.2837706
  18. Martins, B.; López-Pellicer, F.J.; Ahlers, D.. "Expanding the utility of geospatial knowledge bases by linking concepts to wikitext and to polygonal boundaries". 2015.
    10.1145/2837689.2837693
  19. Gonçalves, T.; Afonso, A.P.; Martins, B.. "Combining and assessing 2D maps and space-time cubes for trajectory data". 2015.
    10.1145/2783446.2783607
  20. Melo, F.; Martins, B.. "Geocoding textual documents through the usage of hierarchical classifiers". 2015.
    10.1145/2837689.2837690
  21. Loff, J.; Reis, M.; Martins, B.. "Predicting well-being with geo-referenced data collected from social media platforms". 2015.
    10.1145/2695664.2695939
  22. de Campos, L.M.; Fernández-Luna, J.M.; Huete, J.F.; Calado, P.; Martins, B.. "Learning parliamentary profiles for recommendation tasks". Paper presented in Conference of the Spanish Association for Artificial Intelligence, 2015.
    10.1007/978-3-319-24598-0_17
  23. Pereira, J.L.M.; Galhardas, H.; Martins, B.. "A benchmark for relation extraction kernels". Paper presented in East European Conference on Advances in Databases and Information Systems, 2015.
    10.1007/978-3-319-23135-8_13
  24. Gonçalves, T.; Afonso, A.P.; Martins, B.. "Improving spatial awareness for human trajectory visualization in space-time cubes". Paper presented in IFIP Conference on Human-Computer Interaction, 2015.
    10.1007/978-3-319-22723-8_26
  25. Mirrezaei, S.I.; Martins, B.; Cruz, I.F.. "The triplex approach for recognizing semantic relations from noun phrases, appositions, and adjectives". Paper presented in European Semantic Web Conference, 2015.
    10.1007/978-3-319-25639-9_39
  26. Melo, F.; Martins, B.. "Geocoding textual documents through a hierarchy of linear classifiers". Paper presented in Portuguese Conference on Artificial Intelligence, 2015.
    10.1007/978-3-319-23485-4_59
  27. Ahlers, D.; Wilde, E.; Martins, B.. "LocWeb'14 - The 4th international workshop on location and the Web". Paper presented in World Wide Web Conference, 2014.
    10.1145/2661829.2663542
  28. Bento, C.; Goncalves, D.; Martins, B.. "Visualizing the evolution of groups of politicians mentioned in the news". 2014.
    10.1109/IV.2014.64
  29. Gonçalves, T.; Afonso, A.P.; Martins, B.. "Visualizing human trajectories: Comparing space-time cubes and static maps". 2014.
    10.14236/ewic/hci2014.24
  30. Goncalves, T.; Afonso, A.P.; Martins, B.; Goncalves, D.. "ST-TrajVis: Interacting with trajectory data". 2013.
  31. Goncalves, T.; Afonso, A.P.; Martins, B.. "Visualization techniques of trajectory data: Challenges and limitations". 2013.
  32. Goncalves, T.; Afonso, A.P.; Martins, B.. "Visual analysis of mobility data". Paper presented in IEEE International Conference on Mobile Data Management, 2013.
    10.1109/MDM.2013.56
  33. Bento, C.; Martins, B.; Calado, P.. "Predicting the future impact of academic publications". Paper presented in Portuguese Conference on Artificial Intelligence, 2013.
    10.1007/978-3-642-40669-0_32
  34. Batista, D.S.; Silva, R.; Martins, B.; Silva, M.J.. "A minwise hashing method for addressing relationship extraction from text". Paper presented in International Conference on Web Information Systems Engineering, 2013.
    10.1007/978-3-642-41154-0_16
  35. Santos, J.; Martins, B.; Batista, D.S.. "Document analytics through entity resolution". Paper presented in International Conference on Web Information Systems Engineering, 2013.
    10.1007/978-3-642-41154-0_46
  36. Silva, M.J.; Martins, B.. "Web information retrieval with result set clustering". Paper presented in Portuguese Conference on Artificial Intelligence, 2013.
  37. Mathew, Wesley; Raposo, Ruben; Martins, Bruno. "Predicting future locations with hidden Markov models". 2012.
    10.1145/2370216.2370421
  38. Vaz, P.C.; Martins De Matos, D.; Martins, B.; Calado, P.. "Improving a hybrid literary book recommendation system through author ranking". Paper presented in ACM/IEEE Joint Conference on Digital Libraries, 2012.
    10.1145/2232817.2232904
  39. Nunes, A.; Calado, P.; Martins, B.. "Resolving user identities over social networks through supervised learning and rich similarity features". Paper presented in ACM Symposium on Applied Computing, 2012.
    10.1145/2245276.2245413
  40. Martins, B.; E Nelson Gonçalves, H.G.. "Using random forest classifiers to detect duplicate gazetteer records". Paper presented in Iberian Conference on Information Systems and Technologies, 2012.
  41. Mathew, W.; Martins, B.. "A comparison of first- and second-order HMMs in the task of predicting the next locations of mobile individuals". Paper presented in ACM SIGSPATIAL International Workshop on Mobile Geographic Information Systems, 2012.
    10.1145/2442810.2442823
  42. Mathew, W.; Raposo, R.; Martins, B.. "Predicting future locations with hidden Markov models". Paper presented in ACM Conference on Ubiquitous Computing, 2012.
  43. Vaz, P.C.; De Matos, D.M.; Martins, B.. "Stylometric relevance-feedback towards a hybrid book recommendation algorithm". Paper presented in ACM workshop on research advances in large digital book repositories and complementary media, 2012.
    10.1145/2390116.2390125
  44. Candeias, R.; Martins, B.. "Associating relevant photos to georeferenced textual documents through rank aggregation". 2011.
  45. Moreira, C.; Calado, P.; Martins, B.. "Learning to rank for expert search in digital libraries of academic publications". Paper presented in Portugese conference on Artificial Intelligence, 2011.
    10.1007/978-3-642-24769-9_32
  46. Silva, A.; Martins, B.. "Tag recommendation for georeferenced photos". Paper presented in ACM SIGSPATIAL International Workshop on Location-Based Social Networks, 2011.
    10.1145/2063212.2063229
  47. Loureiro, V.; Anastácio, I.; Martins, B.. "Learning to resolve geographical and temporal references in text". Paper presented in ACM International Symposium on Advances in Geographic Information Systems, 2011.
    10.1145/2093973.2094020
  48. Candeias, R.; Martins, B.. "Learning to associate relevant photos to georeferenced textual documents". Paper presented in ACM International Symposium on Advances in Geographic Information Systems, 2011.
    10.1145/2093973.2094044
  49. Martins, B.. "Delimiting imprecise regions with georeferenced photos and land coverage data". Paper presented in International Symposium on Web and Wireless Geographical Information Systems, 2011.
    10.1007/978-3-642-19173-2_17
  50. Martins, B.. "A supervised machine learning approach for duplicate detection over gazetteer records". Paper presented in International Conference on GeoSpatial Semantics, 2011.
    10.1007/978-3-642-20630-6_3
  51. Freire, N.; Borbinha, J.; Calado, P.; Martins, B.. "A metadata geoparsing system for place name recognition and resolution in metadata records". Paper presented in ACM/IEEE Joint Conference on Digital Libraries, 2011.
    10.1145/1998076.1998140
  52. Moreira, C.; Mendes, A.C.; Coheur, L.; Martins, B.. "Towards the rapid development of a natural language understanding module". Paper presented in International conference on Intelligent virtual agents, 2011.
    10.1007/978-3-642-23974-8_33
  53. Anastácio, I.; Martins, B.; Calado, P.. "Using the geographic scopes of web documents for contextual advertising". Paper presented in ACM Workshop on Geographic Information Retrieval, 2010.
    10.1145/1722080.1722103
  54. Martins, B.; Calado, P.. "Learning to rank for geographic information retrieval". Paper presented in ACM Workshop on Geographic Information Retrieval, 2010.
    10.1145/1722080.1722107
  55. MacHado, J.; Martins, B.; Borbinha, J.. "Experiments with N-gram prefixes on a multinomial language model versus Lucene's off-the-shelf ranking scheme and Rocchio query expansion (TEL@CLEF monolingual task)". Paper presented in Cross-language evaluation forum conference on multilingual information access evaluation, 2009.
    10.1007/978-3-642-15754-7_10
  56. Machado, J.; Martins, B.; Borbinha, J.. "Experiments with N-Gram prefixes on a multinomial language model versus lucene's off-the-shelf ranking scheme and rocchio query expansion (TEL@CLEF monolingual task)". 2009.
  57. Anastácio, I.; Martins, B.; Calado, P.. "Classifying documents according to locational relevance". Paper presented in Portuguese Conference on Artificial Intelligence, 2009.
    10.1007/978-3-642-04686-5_49
  58. MacHado, J.; Martins, B.; Borbinha, J.. "Experiments on a multinomial language model versus lucene's off-the-shelf ranking scheme and rocchio query expansion (TEL@CLEF Monolingual Task)". Paper presented in Cross-language evaluation forum conference on multilingual information access evaluation: text retrieval experiments, 2009.
    10.1007/978-3-642-04447-2_5
  59. Machado, J.; Pedrosa, G.; Freire, N.; Martins, B.; Manguinhas, H.. "User interface for a geo-temporal search service using DIGMAP components". Paper presented in European conference on Research and advanced technology for digital libraries, 2009.
    10.1007/978-3-642-04346-8_67
  60. De Sousa, I.D.; Martins, B.. "A cooperação entre motores de busca". 2008.
  61. Machado, J.; Martins, B.; Borbinha, J.. "Technical University of Lisbon CLEF 2008 submission (TEL@CLEF monolingual task)". 2008.
  62. Pedrosa, G.; Luzio, J.; Manguinhas, H.; Martins, B.; Borbinha, J.. "DIGMAP: A digital library reusing metadata of old maps and enriching it with geographic information". Paper presented in International Conference on Theory and Practice of Digital Libraries, 2008.
    10.1007/978-3-540-87599-4_56
  63. Manguinhas, H.; Martins, B.; Borbinha, J.. "A geo-temporal web gazetteer integrating data from multiple sources". Paper presented in IEEE International Conference on Digital Information Management, 2008.
    10.1109/ICDIM.2008.4746788
  64. Pedrosa, G.; Luzio, J.; Manguinhas, H.; Martins, B.. "DIGMAP: A service for searching and browsing old maps". Paper presented in ACM/IEEE International Conference on Digital Libraries, 2008.
    10.1145/1378889.1378978
  65. Martins, B.; Freire, N.; Borbinha, J.. "Complex data transformations in digital libraries with spatio-temporal information". Paper presented in International Conference on Asian Digital Libraries, 2008.
    10.1007/978-3-540-89533-6-18
  66. Freire, N.; Borbinha, J.; Martins, B.. "Consolidation of references to persons in bibliographic databases". Paper presented in International Conference on Asian Digital Libraries, 2008.
    10.1007/978-3-540-89533-6-26
  67. Martins, B.; Manguinhas, H.; Borbinha, J.. "Extracting and exploring the geo-temporal semantics of textual resources". Paper presented in IEEE International Conference on Semantic Computing, 2008.
    10.1109/ICSC.2008.86
  68. Martins, B.; Borbinha, J.; Pedrosa, G.; Gil, J.; Freire, N.. "Geographically-aware information retrieval for collections of digitized historical maps". Paper presented in ACM workshop on Geographical information retrieval, 2007.
    10.1145/1316948.1316959
  69. Borbinha, J.; Pedrosa, G.; Reis, D.; Luzio, J.; Martins, B.; Gil, J.; Freire, N.. "DIGMAP - Discovering our past world with digitised maps". Paper presented in International Conference on Theory and Practice of Digital Libraries, 2007.
  70. Martins, B.; Cardoso, N.; Chaves, M.S.; Andrade, L.; Silva, M.J.. "The University of Lisbon at GeoCLEF 2006". Paper presented in International Conference on Cross-Language Evaluation Forum, 2007.
  71. Cardoso, N.; Silva, M.J.; Martins, B.. "The University of Lisbon at CLEF 2006 ad-hoc task". Paper presented in International Conference on Cross-Language Evaluation Forum: Evaluation of multilingual and multi-modal information retrieval, 2007.
  72. Borbinha, J.; Pedrosa, G.; Gil, J.; Martins, B.; Freire, N.; Dobreva, M.; Wyttenbach, A.. "Digital libraries and digitised maps: An early overview of the DIGMAP project". Paper presented in International Conference on Asian Digital Libraries, 2007.
  73. Martins, B.; Cardoso, N.; Chaves, M.S.; Andrade, L.; Silva, M.J.. "The University of Lisbon at GeoCLEF 2006". 2006.
  74. Cardoso, N.; Silva, M.J.; Martins, B.. "The University of Lisbon at CLEF 2006 ad-hoc task". 2006.
  75. Cardoso, N.; Martins, B.; Chaves, M.; Andrade, L.; Silva, M.J.. "The XLDB Group at GeoCLEF 2005". Paper presented in Workshop of the Cross-Language Evaluation Forum for European Languages, 2005.
  76. Cardoso, N.; Martins, B.; Chaves, M.S.; Andrade, L.; Silva, M.J.. "The XLDB group at GeoCLEF 2005". 2005.
  77. Martins, B.; Chaves, M.; Silva, M.J.. "Assigning geographical scopes to Web pages". Paper presented in European Conference on Advances in Information Retrieval Research, 2005.
  78. Martins, Bruno; Silva, Mário J.; Chaves, Marcirio Silveira. "Challenges and resources for evaluating geographical IR". Paper presented in ACM Workshop on Geographic Information Retrieval, 2005.
    10.1145/1096985.1097001
  79. Martins, B.; Silva, M.J.. "Language identification in Web pages". Paper presented in ACM Symposium on Applied Computing, 2005.
    10.1145/1066677.1066852
  80. Martins, B.; Silva, M.J.; Andrade, L.. "Indexing and ranking in Geo-IR systems". Paper presented in ACM Workshop on Geographic Information Retrieval, 2005.
    10.1145/1096985.1096993
  81. Martins, B.; Silva, M.J.. "The WebCAT framework automatic generation of meta-data for Web resources". Paper presented in IEEE/WIC/ACM InternationalConference on Web Intelligence, 2005.
    10.1109/WI.2005.146
  82. Martins, B.; Silva, M.J.. "A graph-ranking algorithm for geo-referencing documents". Paper presented in IEEE International Conference on Data Mining, 2005.
    10.1109/ICDM.2005.6
  83. Martins, B.; Silva, M.J.. "Spelling correction for search engine queries". Paper presented in International Conference on Natural Language Processing, 2004.
  84. Martins, B.; Silva, M.J.. "A statistical study of the WPT-03 corpus". Paper presented in International Conference on Natural Language Processing, 2004.
  85. Couto, F.M.; Martins, B.; Silva, M.J.. "Classifying biological articles using web resources". Paper presented in ACM Symposium on Applied Computing, 2004.
Journal article
  1. Marina Georgati; João Monteiro; Bruno Martins; Carsten Keßler; Henning Sten Hansen. "Modeling population distribution: A visual and quantitative analysis of gradient boosting and deep learning models for multi-output spatial disaggregation". Transactions in GIS (2024): https://doi.org/10.1111/tgis.13130.
    10.1111/tgis.13130
  2. Isabel Coutinho; Bruno Martins. "Transformer-based models for ICD-10 coding of death certificates with Portuguese text". Journal of Biomedical Informatics (2022): https://doi.org/10.1016/j.jbi.2022.104232.
    10.1016/j.jbi.2022.104232
  3. Gengchen Mai; Yingjie Hu; Song Gao; Ling Cai; Bruno Martins; Johannes Scholz; Jing Gao; Krzysztof Janowicz. "Symbolic and subsymbolic GeoAI : Geospatial knowledge graphs and spatially explicit machine learning". Transactions in GIS (2022): https://doi.org/10.1111/tgis.13012.
    10.1111/tgis.13012
  4. "Multi-label classification of legislative contents with hierarchical label attention networks". International Journal on Digital Libraries 23 1 (2022): 77-90. http://dx.doi.org/10.1007/s00799-021-00307-w.
    10.1007/s00799-021-00307-w
  5. Rita Ramos; Bruno Martins. "Using Neural Encoder-Decoder Models With Continuous Outputs for Remote Sensing Image Captioning". IEEE Access (2022): 1-1. https://doi.org/10.1109/ACCESS.2022.3151874.
    Open access • Published • 10.1109/ACCESS.2022.3151874
  6. Ana Bárbara Cardoso; Bruno Martins; Jacinto Estima. "A Novel Deep Learning Approach Using Contextual Embeddings for Toponym Resolution". ISPRS International Journal of Geo-Information (2021): https://doi.org/10.3390/ijgi11010028.
    10.3390/ijgi11010028
  7. Jacques Fize; Ludovic Moncla; Bruno Martins. "Deep Learning for Toponym Resolution: Geocoding Based on Pairs of Toponyms". ISPRS International Journal of Geo-Information (2021): https://doi.org/10.3390/ijgi10120818.
    10.3390/ijgi10120818
  8. João Monteiro; Bruno Martins; Miguel Costa; João M. Pires. "Geospatial Data Disaggregation through Self-Trained Encoder-Decoder Convolutional Models". ISPRS International Journal of Geo-Information (2021): https://doi.org/10.3390/ijgi10090619.
    10.3390/ijgi10090619
  9. Maria Dias; João Monteiro; Jacinto Estima; Joel Silva; Bruno Martins. "Semantic segmentation and colorization of grayscale aerial imagery with W-Net models". Expert Systems (2020): https://doi.org/10.1111/exsy.12622.
    10.1111/exsy.12622
  10. Patricia Murrieta-Flores; Bruno Martins. "The geospatial humanities: past, present and future". International Journal of Geographical Information Science (2019): 1-6. https://doi.org/10.1080/13658816.2019.1645336.
    10.1080/13658816.2019.1645336
  11. Monteiro; Martins; Murrieta-Flores; Moura Pires. "Spatial Disaggregation of Historical Census Data Leveraging Multiple Sources of Ancillary Information". ISPRS International Journal of Geo-Information 8 8 (2019): 327-327. https://doi.org/10.3390/ijgi8080327.
    10.3390/ijgi8080327
  12. Rui Santos; Patricia Murrieta-Flores; Bruno Martins. "Learning to combine multiple string similarity metrics for effective toponym matching". International Journal of Digital Earth (2018): 1-26. https://doi.org/10.1080/17538947.2017.1371253.
    10.1080/17538947.2017.1371253
  13. João Monteiro; Bruno Martins; João M. Pires. "A hybrid approach for the spatial disaggregation of socio-economic indicators". International Journal of Data Science and Analytics (2018): https://doi.org/10.1007/s41060-017-0080-z.
    10.1007/s41060-017-0080-z
  14. Santos, R.; Murrieta-Flores, P.; Calado, P.; Martins, B.. "Toponym matching through deep neural networks". International Journal of Geographical Information Science (2017): 1-25. http://www.scopus.com/inward/record.url?eid=2-s2.0-85032681752&partnerID=MN8TOARS.
    10.1080/13658816.2017.1390119
  15. Melo, F.; Martins, B.. "Automated Geocoding of Textual Documents: A Survey of Current Approaches". Transactions in GIS 21 1 (2017): 3-38. http://www.scopus.com/inward/record.url?eid=2-s2.0-84979518892&partnerID=MN8TOARS.
    10.1111/tgis.12212
  16. Fialho, P.; Marques, R.; Martins, B.; Coheur, L.; Quaresma, P.. "INESC-ID@ASSIN: Measuring semantic similarity and recognizing textual entailment | INESC-ID@ASSIN: Medição de similaridade semântica e reconhecimento de inferência textual". Linguamatica 8 2 (2016): 33-42. http://www.scopus.com/inward/record.url?eid=2-s2.0-85009466016&partnerID=MN8TOARS.
  17. Gonçalves, T.; Afonso, A.P.; Martins, B.. "Cartographic visualization of human trajectory data: overview and analysis". Journal of Location Based Services 9 2 (2015): 138-166. http://www.scopus.com/inward/record.url?eid=2-s2.0-84942870863&partnerID=MN8TOARS.
    10.1080/17489725.2015.1074736
  18. Costa, M.; Martins, B.. "A comparison of multiple approaches for the extractive summarization of Portuguese texts | Uma Comparação Sistemática de Diferentes Abordagens para a Sumarização Automática Extrativa de Textos em Português". Linguamatica 7 1 (2015): 23-40. http://www.scopus.com/inward/record.url?eid=2-s2.0-84939485355&partnerID=MN8TOARS.
  19. Santos, J.T.L.; Anastácio, I.M.; Martins, B.E.. "Named Entity Disambiguation over Texts Written in the Portuguese or Spanish Languages". IEEE Latin America Transactions 13 3 (2015): 856-862. http://www.scopus.com/inward/record.url?eid=2-s2.0-84926670799&partnerID=MN8TOARS.
    10.1109/TLA.2015.7069115
  20. Santos, J.; Anastácio, I.; Martins, B.. "Using machine learning methods for disambiguating place references in textual documents". GeoJournal 80 3 (2015): 375-392. http://www.scopus.com/inward/record.url?eid=2-s2.0-84929657024&partnerID=MN8TOARS.
    10.1007/s10708-014-9553-y
  21. Moreira, C.; Calado, P.; Martins, B.. "Learning to rank academic experts in the DBLP dataset". Expert Systems 32 4 (2015): 477-493. http://www.scopus.com/inward/record.url?eid=2-s2.0-84939468001&partnerID=MN8TOARS.
    10.1111/exsy.12062
  22. Cunha, E.; Martins, B.. "Using one-class classifiers and multiple kernel learning for defining imprecise geographic regions". International Journal of Geographical Information Science 28 11 (2014): 2220-2241. http://www.scopus.com/inward/record.url?eid=2-s2.0-84912561707&partnerID=MN8TOARS.
    10.1080/13658816.2014.916040
  23. Silva, M.J.; Martins, B.; Chaves, M.; Afonso, A.P.; Cardoso, N.. "Adding geographic scopes to web resources". Computers, Environment and Urban Systems 30 4 (2006): 378-399. http://www.scopus.com/inward/record.url?eid=2-s2.0-33745246353&partnerID=MN8TOARS.
    10.1016/j.compenvurbsys.2005.08.003
Activities

Event organisation

Event name
Type of event (Role) 		Institution / Organization
2011 - Current Co-organizer for the yearly Lisbon Machine Learning Summer School (LxMLS) (2011)
Other (Co-organisor)
 Universidade de Lisboa Instituto Superior Técnico, Portugal
2023 - 2023 Proceedings co-chair - 31st ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (2023 - 2033)
Conference (Member of the Organising Committee)
2022 - 2022 Proceedings co-chair - 30th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (2022 - 2022)
Conference (Member of the Organising Committee)
2022 - 2022 Member of local organization committee - 21st EPIA Portuguese Conference on Artificial Intelligence (2022 - 2022)
Conference (Member of the Organising Committee)
2020 - 2020 Member of local organization committee - 42nd European Conference on Information Retrieval (2020 - 2020)
Conference (Member of the Organising Committee)
2020 - 2020 Member of local organization committee - 22nd Annual Conference of the European Association for Machine Translation (2020 - 2020)
Conference (Member of the Organising Committee)
2015 - 2015 Member of local organization committee - ACL Conference on Empirical Methods in Natural Language Processing (2015 - 2015)
Conference (Member of the Organising Committee)
Distinctions

Award

2024 Outstanding reviewer award - International Workshop on Narrative Extraction from Texts
2023 Outstanding reviewer award - International Workshop on Narrative Extraction from Texts
2022 Outstanding reviewer award - European Conference on Information Retrieval
2022 Best paper award - International Conference on Natural Language & Information Systems
2021 Outstanding reviewer award - International Workshop on Narrative Extraction from Texts
2020 Outstanding reviewer award - International Workshop on Narrative Extraction from Texts
2020 Outstanding reviewer award - ACL Conference on Empirical Methods in Natural Language Processing
2019 Best paper award - International Conference on Theory and Practice of Digital Libraries
2019 Outstanding reviewer award - European Conference on Information Retrieval
2015 Best short paper award - ACL Conference on Empirical Methods in Natural Language Processing

Title

2023 Elevação a membro sénior do IEEE
IEEE, United States