@article{cisuc-5813-2019, author={Francisco Antunes and , M.A. and Pereira, F.C. and Ribeiro, B. }, title={Active learning metamodeling for policy analysis: application to an Emergency Medical Service simulator}, journal={Simulation Modelling Practice and Theory}, number={n/a}, pages={n/a}, year=2019, address={n/a}, } @article{cisuc-5835-2019, author={, M.A. and Francisco Antunes and Ferreira, S. and Couto, A. }, title={An Integrated Approach for Strategic and Tactical Decisions for The Emergency Medical Service: Exploring Optimization and Metamodel-Based Simulation for Vehicle Location}, journal={Computers & Industrial Engineering}, number={n/a}, pages={n/a}, year=2019, address={n/a}, } @article{cisuc-5464-2018, author={Francisco Antunes and Ribeiro, B. and Pereira, F.C. and Gomes, R. }, title={Efficient Transport Simulation With Restricted Batch-Mode Active Learning}, journal={IEEE Transactions in Intelligent Transportation Systems (T-ITS)}, number={n/a}, pages={n/a}, year=2018, address={n/a}, } @article{cisuc-5120-2017, author={Francisco Antunes and Ribeiro, B. and Pereira, F.C. }, title={Probabilistic Modeling and Visualization for Bankruptcy Prediction}, journal={Applied Soft Computing, Elsevier}, volume={60}, number={n/a}, pages={831--843}, year=2017, address={n/a}, } @article{cisuc-4596-2016, author={Demissie, M.G. and Phithakkitnukoon, S. and Sukhvibul, T. and Francisco Antunes and Gomes, R. and Bento, C. }, title={Inferring Passenger Travel Demand to Improve Urban Mobility in Developing Countries Using Cell Phone Data: A Case Study of Senegal}, journal={IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS}, number={n/a}, pages={n/a}, year=2016, address={n/a}, } @article{cisuc-4297-2015, author={Demissie, M.G. and Phithakkitnukoon, S. and Sukhvibul, T. and Francisco Antunes and Gomes, R. and Bento, C. }, title={Inferring Passenger Travel Demand to Improve Urban Mobility in Developing Countries Using Cell-phone Data: A case study of Senegal}, journal={Transactions on Intelligent Transportation Systems}, number={n/a}, pages={n/a}, year=2015, address={n/a}, } @inproceedings{cisuc-5717-2019, author={Francisco Antunes and , M.A. and Ribeiro, B. and Pereira, F.C. }, title={An active learning metamodeling approach for policy analysis: application to an emergency medical service simulator}, booktitle={Transportation Research Board (TRB)}, year=2019, address={n/a}, } @inproceedings{cisuc-5814-2019, author={Francisco Antunes and , M.A. and Pereira, F.C. and Ribeiro, B. }, title={Policy Analysis for Emergency Medical Systems using Simulation Metamodels}, booktitle={Encontro Ciência 2019}, year=2019, address={n/a}, } @inproceedings{cisuc-5836-2019, author={Francisco Antunes and , M.A. and Pereira, F.C. and Ribeiro, B. }, title={Metamodeling based on active learning: application to an Emergency Medical System simulator}, booktitle={12th CITTA INTERNATIONAL CONFERENCE ON PLANNING RESEARCH}, year=2019, address={n/a}, } @inproceedings{cisuc-6047-2019, author={Francisco Antunes and Pereira, F.C. and Ribeiro, B. }, title={Directional Grid-based Search for Simulation Metamodeling using Active Learning}, booktitle={3rd EAI International Conference on Intelligent Transport Systems (INTSYS 2019)}, year=2019, address={n/a}, } @inproceedings{cisuc-6049-2019, author={Francisco Antunes and Pereira, F.C. and Ribeiro, B. }, title={Studying the behavior of a simulated Emergency Medical System using Active Learning}, booktitle={Portuguese Conference on Pattern Recognition (RECPAD 2019)}, year=2019, address={n/a}, } @inproceedings{cisuc-5428-2018, author={Francisco Antunes and Ribeiro, B. and Pereira, F.C. }, title={Active Learning for Input Space Exploration in Traffic Simulators}, booktitle={International Joint Conference in Neural Networks (IEEE WCCI - IJCNN)}, year=2018, address={n/a}, } @inproceedings{cisuc-5511-2018, author={Coimbra, L. and Francisco Antunes and Seco, Á. and Ribeiro, B. }, title={Exploratory Scenario Design in Transportation Planning}, booktitle={8th Luso-Brazilian Congress for Urban, Regional, Integrated and Sustainable Planning (PLURIS 2018)}, year=2018, address={n/a}, } @inproceedings{cisuc-5533-2018, author={Francisco Antunes and Ribeiro, B. and Pereira, F.C. }, title={Application of active learning metamodels and clustering techniques to emergency medical service policy analysis}, booktitle={RECPAD}, year=2018, address={n/a}, } @inproceedings{cisuc-5541-2018, author={Francisco Antunes and Ribeiro, B. and Pereira, F.C. }, title={Exploring the Output Behavior of Traffic Simulators using Batch-mode Active Learning}, booktitle={Ciência 2018}, year=2018, address={n/a}, } @inproceedings{cisuc-4880-2017, author={Gomes, R. and Demissie, M.G. and Francisco Antunes and Bento, C. and Alves, A. and Aguiar, A. }, title={URBY.SENSE - Urban mobility analysis and prediction for non-routine scenarios using digital footprints}, booktitle={GET2017 - 14. Encontro Annual do Grupo de Estudos em Transportes}, year=2017, address={n/a}, } @inproceedings{cisuc-5079-2017, author={Francisco Antunes and Pereira, F.C. and Ribeiro, B. }, title={Active Learning for Scenario Exploration in Transport & Land-Use Simulation Models}, booktitle={14th Annual Transports Study Group Meeting, February 20-21, Fatima, Portugal.}, year=2017, address={n/a}, } @inproceedings{cisuc-5121-2017, author={Francisco Antunes and Ribeiro, B. and Pereira, F.C. and Zegras, C. }, title={Active Learning Metamodeling for Scenario Discovery in Transportation Simulators}, booktitle={Transport Summer Summit at Technical University of Denmark}, year=2017, address={n/a}, } @inproceedings{cisuc-5176-2017, author={Francisco Antunes and Ribeiro, B. and Pereira, F.C. }, title={Active Learning GP-based Metamodels for Input Exploration in Transportation Simulation Models}, booktitle={23rd Portuguese Conference on Pattern Recognition - RECPAD 2017}, year=2017, address={n/a}, } @inproceedings{cisuc-4770-2016, author={Demissie, M.G. and Phithakkitnukoon, S. and Sukhvibul, T. and Francisco Antunes and Bento, C. }, title={Inferring Origin-Destination Flows Using Mobile Phone Data: A Case Study of Senegal}, booktitle={Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology (ECTI-CON), 2016 13th International Conference on}, year=2016, address={n/a}, } @inproceedings{cisuc-4279-2015, author={Silva, P. and Francisco Antunes and Gomes, R. and Bento, C. }, title={Demand Modelling for Responsive Transport systems using digital footprints}, booktitle={EPIA 2015 - 17th Portuguese Conference on Artificial Intelligence}, year=2015, address={n/a}, } @inproceedings{cisuc-4206-2014, author={Francisco Antunes and O’Sullivan, A. and Rodrigues, F. and Pereira, F.C. }, title={Accounting for Heteroscedasticity in Big Data}, booktitle={Workshop on Big Data and Urban Informatics}, year=2014, address={n/a}, } @inbook{cisuc-6048-2020, author={Francisco Antunes and Pereira, F.C. and Ribeiro, B. }, title={Directional Grid-based Search for Simulation Metamodeling using Active Learning}, chapter={3}, publisher={Springer}, booktitle={Intelligent Transport Systems. From Research and Development to the Market Uptake }, volume={310}, edition={1}, pages={32--46}, year=2020, address={n/a}, } @inbook{cisuc-5187-2016, author={Francisco Antunes and O’Sullivan, A. and Rodrigues, F. and Pereira, F.C. }, title={A Review of Heteroscedasticity Treatment with Gaussian Processes and Quantile Regression Meta-models}, chapter={9}, publisher={Springer}, booktitle={Seeing Cities Through Big Data}, volume={1}, edition={1}, pages={141--160}, year=2016, address={n/a}, } @techreport{cisuc-5386-2017, author={Francisco Antunes and Ribeiro, B. and Pereira, F.C. and Gomes, R. }, title={Active Learning Metamodels for Transportation Simulators}, number={TR-2017-005}, year=2017, address={n/a}, }