People
Francisco Nibau Antunes
Address
University of CoimbraDepartment of Informatics Engineering
Polo II - Pinhal de Marrocos
3030-290 Coimbra
Portugal
Member
Adaptive ComputationResearch interests
Machine Learning, Intelligent Transportation Systems, Urban/Transport SimulationAffiliation
CISUC/ACPast Projects
Crowds - Understanding urban land use from digital footprints of crowds
URBY.SENSE - Urban mobility analysis and prediction for non-routine scenarios using digital footprints. PTDC/ECM-TRA/6803/2014
Journal Articles
2019
(2 publications)- Francisco Antunes and , M.A. and Pereira, F.C. and Ribeiro, B. , "Active learning metamodeling for policy analysis: application to an Emergency Medical Service simulator", Simulation Modelling Practice and Theory, 2019 [ DOI ]
- , M.A. and Francisco Antunes and Ferreira, S. and Couto, A. , "An Integrated Approach for Strategic and Tactical Decisions for The Emergency Medical Service: Exploring Optimization and Metamodel-Based Simulation for Vehicle Location", Computers & Industrial Engineering, 2019 [ DOI ]
2018
(1 publication)- Francisco Antunes and Ribeiro, B. and Pereira, F.C. and Gomes, R. , "Efficient Transport Simulation With Restricted Batch-Mode Active Learning", IEEE Transactions in Intelligent Transportation Systems (T-ITS), 2018 [ DOI ]
2017
(1 publication)- Francisco Antunes and Ribeiro, B. and Pereira, F.C. , "Probabilistic Modeling and Visualization for Bankruptcy Prediction", Applied Soft Computing, Elsevier, vol. 60, pp. 831-843, 2017 [ DOI ]
2016
(1 publication)- Demissie, M.G. and Phithakkitnukoon, S. and Sukhvibul, T. and Francisco Antunes and Gomes, R. and Bento, C. , "Inferring Passenger Travel Demand to Improve Urban Mobility in Developing Countries Using Cell Phone Data: A Case Study of Senegal", IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2016 [ DOI ]
2015
(1 publication)Conference Articles
2019
(5 publications)- Francisco Antunes and , M.A. and Ribeiro, B. and Pereira, F.C. , "An active learning metamodeling approach for policy analysis: application to an emergency medical service simulator", in Transportation Research Board (TRB), 2019
- Francisco Antunes and , M.A. and Pereira, F.C. and Ribeiro, B. , "Policy Analysis for Emergency Medical Systems using Simulation Metamodels", in Encontro Ciência 2019, 2019
- Francisco Antunes and , M.A. and Pereira, F.C. and Ribeiro, B. , "Metamodeling based on active learning: application to an Emergency Medical System simulator", in 12th CITTA INTERNATIONAL CONFERENCE ON PLANNING RESEARCH, 2019
- Francisco Antunes and Pereira, F.C. and Ribeiro, B. , "Directional Grid-based Search for Simulation Metamodeling using Active Learning", in 3rd EAI International Conference on Intelligent Transport Systems (INTSYS 2019), 2019 [ DOI ]
- Francisco Antunes and Pereira, F.C. and Ribeiro, B. , "Studying the behavior of a simulated Emergency Medical System using Active Learning", in Portuguese Conference on Pattern Recognition (RECPAD 2019), 2019
2018
(4 publications)- Francisco Antunes and Ribeiro, B. and Pereira, F.C. , "Active Learning for Input Space Exploration in Traffic Simulators", in International Joint Conference in Neural Networks (IEEE WCCI - IJCNN), 2018
- Coimbra, L. and Francisco Antunes and Seco, Á. and Ribeiro, B. , "Exploratory Scenario Design in Transportation Planning", in 8th Luso-Brazilian Congress for Urban, Regional, Integrated and Sustainable Planning (PLURIS 2018), 2018
- Francisco Antunes and Ribeiro, B. and Pereira, F.C. , "Application of active learning metamodels and clustering techniques to emergency medical service policy analysis", in RECPAD, 2018
- Francisco Antunes and Ribeiro, B. and Pereira, F.C. , "Exploring the Output Behavior of Traffic Simulators using Batch-mode Active Learning", in Ciência 2018, 2018
2017
(5 publications)- Gomes, R. and Demissie, M.G. and Francisco Antunes and Bento, C. and Alves, A. and Aguiar, A. , "URBY.SENSE - Urban mobility analysis and prediction for non-routine scenarios using digital footprints", in GET2017 - 14. Encontro Annual do Grupo de Estudos em Transportes, 2017
- Francisco Antunes and Pereira, F.C. and Ribeiro, B. , "Active Learning for Scenario Exploration in Transport & Land-Use Simulation Models", in 14th Annual Transports Study Group Conference, February 20-21, Fatima, Portugal., 2017
- Francisco Antunes and Ribeiro, B. and Pereira, F.C. and Zegras, C. , "Active Learning Metamodeling for Scenario Discovery in Transportation Simulators", in Transport Summer Summit at Technical University of Denmark, 2017 [ DOI ]
- Francisco Antunes and Ribeiro, B. and Pereira, F.C. , "Active Learning for Scenario Exploration in Transport & Land-Use Simulation Models", in GET2017 - 14. Encontro Anual do Grupo de Estudos em Transportes, 2017
- Francisco Antunes and Ribeiro, B. and Pereira, F.C. , "Active Learning GP-based Metamodels for Input Exploration in Transportation Simulation Models", in 23rd Portuguese Conference on Pattern Recognition - RECPAD 2017, 2017 [ DOI ]
2016
(1 publication)- Demissie, M.G. and Phithakkitnukoon, S. and Sukhvibul, T. and Francisco Antunes and Bento, C. , "Inferring Origin-Destination Flows Using Mobile Phone Data: A Case Study of Senegal", in Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology (ECTI-CON), 2016 13th International Conference on, 2016 [ DOI ]
2015
(1 publication)2014
(1 publication)Book Chapters
2020
(1 publication)- Francisco Antunes and Pereira, F.C. and Ribeiro, B. , "Directional Grid-based Search for Simulation Metamodeling using Active Learning", in Intelligent Transport Systems. From Research and Development to the Market Uptake , vol. 310, pp. 32-46, 2020 [ DOI ]