People
Filipe Rodrigues
Home Page
http://www.fprodrigues.comMember
Cognitive and Media SystemsResearch interests
Machine Learning and Pattern RecognitionProbabilistic Graphical Models and Bayesian inference
Topic Modeling and Natural Language Processing
Intelligent Transportation Systems and Urban Mobility
Past Projects
Crowds - Understanding urban land use from digital footprints of crowds
InfoCrowds - Social Web Information Retrieval for crowds mobility management
Journal Articles
2017
(2 publications)- Rodrigues, F. and Borysov, S. and Ribeiro, B. and Pereira, F.C. , "A Bayesian additive model for understanding public transport usage in special events", IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017 [ DOI ]
- Rodrigues, F. and , M.L. and Ribeiro, B. and Pereira, F.C. , "Learning Supervised Topic Models for Classification and Regression from Crowds", IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017 [ DOI ]
2015
(2 publications)- Jiang, S. and Alves, A. and Rodrigues, F. and Ferreira, J. and Pereira, F.C. , "Mining point-of-interest data from social networks for urban land use classification and disaggregation", Computers, Environment and Urban Systems, 2015 [ DOI ]
- Pereira, F.C. and Rodrigues, F. and Polisciuc, E. and Ben-Akiva, M. , "Why so many people? Explaining Nonhabitual Transport Overcrowding With Internet Data ", Transactions on Intelligent Transportation Systems, 2015 [ DOI ]
2013
(5 publications)- Rodrigues, F. and Alves, A. and Polisciuc, E. and Jiang, S. and Ferreira, J. and Pereira, F.C. , "Estimating disaggregated employment size from Points-of-Interest and census data: From mining the web to model implementation and visualization", International Journal on Advanced Intelligent Systems, vol. 6, pp. 41-52, 2013 [ DOI ]
- Rodrigues, F. and Pereira, F.C. and Ribeiro, B. , "Learning from Multiple Annotators: Distinguishing Good from Random Labelers", Pattern Recognition Letters, Elsevier, 2013 [ DOI ]
- Rodrigues, F. and Pereira, F.C. and Ribeiro, B. , "Sequence labeling with multiple annotators", Machine Learning, Springer, 2013 [ DOI ]
- Pereira, F.C. and Rodrigues, F. and Ben-Akiva, M. , "Text analysis in incident duration prediction", Transportation Research Part C, Elsevier, 2013 [ DOI ]
- Pereira, F.C. and Rodrigues, F. and Ben-Akiva, M. , "Using data from the web to predict public transport arrivals under special events scenarios", Journal of Intelligent Transportation Systems: Technology, Planning, and Operations (JITS), 2013 [ DOI ]
Conference Articles
2016
(1 publication)- Ferrugento, A. and Gonçalo Oliveira, H, and Alves, A. and Rodrigues, F. , "Can Topic Modelling benefit from Word Sense Information?", in 10th International Conference on Language Resources and Evaluation, 2016 [ DOI ]
2015
(2 publications)- Ferrugento, A. and Alves, A. and Gonçalo Oliveira, H, and Rodrigues, F. , "Towards the Improvement of a Topic Model with Semantic Knowledge", in 14th Portuguese Conference on Artificial Intelligence (EPIA 2015), 2015 [ DOI ]
- Rodrigues, F. and , M.L. and Ribeiro, B. and Pereira, F.C. , "Learning Supervised Topic Models from Crowds", in The Third AAAI Conference on Human Computation and Crowdsourcing (HCOMP), 2015
2014
(3 publications)- Rodrigues, F. and Pereira, F.C. and Ribeiro, B. , "Gaussian Process Classification and Active Learning with Multiple Annotators", in International Conference on Machine Learning (ICML 2014), 2014
- Alves, A. and Ferrugento, A. and , M.L. and Rodrigues, F. , "ASAP: Automatic Semantic Alignment for Phrases", in SemEval Workshop, COLING 2014, Ireland, 2014 [ DOI ]
- Francisco Antunes and O’Sullivan, A. and Rodrigues, F. and Pereira, F.C. , "Accounting for Heteroscedasticity in Big Data", in Workshop on Big Data and Urban Informatics, 2014 [ DOI ]
2012
(1 publication)- Rodrigues, F. and Pereira, F.C. and Alves, A. and Jiang, S. and Ferreira, J. , "Automatic Classification of Points-of-Interest for Land-use Analysis", in GEOProcessing 2012 : The Fourth International Conference on Advanced Geographic Information Systems, Applications, and Services, 2012 [ DOI ]
2011
(1 publication)- Alves, A. and Rodrigues, F. and Pereira, F.C. , "Tagging Space from Information Extraction and Popularity of Points of Interest", in International Joint Conference on Ambient Intelligence, 2011 [ DOI ]
2010
(2 publications)- Jiang, S. and Rodrigues, F. and Alves, A. and Pereira, F.C. and Ferreira, J. , "Towards an activity-based approach for estimating travel destinations", in World Conference in Transport Research (open track), 2010
- Alves, A. and Pereira, F.C. and Rodrigues, F. and Oliveirinha, J. , "Place in perspective: Extracting online information about Points of Interest", in First International Joint Conference on Ambient Intelligence (acc. rate. 38.5%), 2010 [ DOI ]