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João Pedro Carvalho Leal Mendes Moreira. Completed the Doutoramento in Ciências de Engenharia in 2008/12/22 by Universidade do Porto Faculdade de Engenharia, Mestrado in Master in Business Administration in 2001 by Universidade do Porto and Licenciatura in Matemática e Ciências da Computação in 1992 by Universidade do Minho. He is a Researcher at the Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Associate Professor at Universidade do Porto Faculdade de Engenharia and Deputy Director of the Master in Data Science & Engineering at Universidade do Porto Faculdade de Engenharia. Published 31 articles in journals. Has 73 conference papers, 22 sections of books, and 1 book. Organized 8 events. Participated in 31 events. Supervised 1 PhD thesis and co-supervised 2. Supervised 91 MSc dissertation(s) and co-supervised 8. Supervised 5 works of course completion of LSc/BSc. Has received 5 awards and/or honors. Participates and/or participated as Co-Principal Investigator in 1 project, PhD Student Fellow in 1 project, Principal investigator in 5 projects, Research Fellow in 3 project(s), and Researcher in 15 project(s). Works in the areas of Supervised Learning, with applications in transportation, agricultural sciences, sports, and human activity recognition.
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Identification

Personal identification

Full name
João Pedro Carvalho Leal Mendes Moreira

Citation names

  • Mendes-Moreira, João

Author identifiers

Ciência ID
001C-E448-9E45
ORCID iD
0000-0002-2471-2833
AuthenticusID
R-000-7D6
Researcher Id
conf/pkdd/2015dc
Scopus Author Id
55403959400

Websites

Knowledge fields

  • Exact Sciences - Computer and Information Sciences
  • Engineering and Technology - Other Engineering and Technologies
  • Agrarian Sciences - Other Agricultural Sciences

Languages

Language Speaking Reading Writing Listening Peer-review
Portuguese Advanced (C1) Advanced (C1) Advanced (C1) Advanced (C1)
Spanish; Castilian Intermediate (B1) Advanced (C1) Beginner (A1)
English Advanced (C1) Advanced (C1) Advanced (C1) Advanced (C1)
French Intermediate (B1) Intermediate (B1) Intermediate (B1) Intermediate (B1)
Affiliation

Positions / Appointments

Category
Host institution 		Employer
2023/05/16 - Current Deputy Director of the Master in Data Science & Engineering Universidade do Porto Faculdade de Engenharia, Portugal
Universidade do Porto Faculdade de Engenharia, Portugal
Projects

Grant

Designation Funders
2021/08/01 - 2023/06/30 agWearCare - Wearables for Monitoring Working Conditions in Agroforestry
NORTE-01-0247-FEDER-072624
Research Fellow
Instituto de Engenharia de Sistemas e Computadores - Tecnologia e Ciência, Portugal
 Autoridade de Gestão do Programa Operacional Competitividade e Internacionalização
Ongoing
2021/01/18 - 2023/06/30 OnlineAIops - Online Artificial Intelligence for IT Operations
NORTE-01-0247-FEDER-070104
Co-Principal Investigator (Co-PI)
Instituto de Engenharia de Sistemas e Computadores - Tecnologia e Ciência, Portugal
 Autoridade de Gestão do Programa Operacional Competitividade e Internacionalização
Ongoing

Contract

Designation Funders
2020/07/01 - 2023/06/30 PRODUTECH SUSTENTÁVEL & CIRCULAR
POCI-01-0247-FEDER-046102
Researcher
Universidade do Porto Faculdade de Engenharia, Portugal
Ongoing
2019/08/01 - 2023/06/30 PROMESSA - PROject ManagEment intellingent aSSistAnt
NORTE-01-0247-FEDER-039887
Principal investigator
Universidade do Porto / Faculdade de Engenharia, Portugal

Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal
Agência para o Desenvolvimento e Coesão I.P.
Ongoing
2019/03/01 - 2023/03/31 Improving regional transportation services using GPS data
Proposal-ID: 1506
Principal investigator
Universidade do Porto / Faculdade de Engenharia, Portugal
 Indian Institute of Technology Kharagpur
Ongoing
2019/11/15 - 2022/11/14 INTEGRA - Developing tailored comprehensive services for young migrants
610243-EPP-1-2019-1-EL-EPPKA2-CBHE-JP
Researcher
Universidade do Porto Faculdade de Engenharia, Portugal
Ongoing
2019/04/01 - 2022/03/31 Safe Cities - Inovação para Construir Cidades Seguras
POCI-01-0247-FEDER-041435
Researcher
Universidade do Porto / Faculdade de Engenharia, Portugal
 Agência para o Desenvolvimento e Coesão I.P.
Ongoing
2016/06/01 - 2019/12/31 Middleware and Context Inference Techniques from Data-Streams for the Development of Context-Aware Services using Mobile Devices
PTDC/EEI-SCR/6945/2014
Instituto de Engenharia de Sistemas e Computadores, Portugal

Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
2016/06/01 - 2019/11/30 CONTEXTWA - Middleware e Técnicas de Inferência de Contextos a partir de fluxos de Dados para Desenvolvimento de Serviços Conscientes do Contexto em Dispositivos Móveis
PTDC/EEISCR/6945/2014 (POCI-01-0145-FEDER-016883)
Researcher
Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal
 Fundação para a Ciência e a Tecnologia
Concluded
2015/07/01 - 2019/06/30 Tec4Growth - Pervasive Intelligence, Enhancers and Proofs of Concept with Industrial Impact
NORTE-01-0145-FEDER-000020
Researcher
Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal
 Comissao de Coordenacao e Desenvolvimento Regional do Norte
Concluded
2016/10/01 - 2018/11/30 SmartFarming - Ferramenta avançada para operacionalização da agricultura de precisão
POCI-01-0247-FEDER-018029
Researcher
Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal
 Agência Nacional de Inovação SA
Concluded
2014/02/01 - 2017/07/31 MAESTRA: Learning from Massive, Incompletely annotated, and Structured Data
612944
Researcher
Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal
 European Union
Concluded
2016/02/26 - 2016/07/28 Escrita do livro Data science made easy
SFRH/BSAB/114183/2016
 Fundação para a Ciência e a Tecnologia
Concluded
2013/01 - 2015/06 BEST CASE-RL1-SIBILA: Towards Smart Interacting Blocks that Improve Learned Advice
NORTE-07-0124-FEDER-000059
Researcher
Universidade do Porto / Faculdade de Engenharia, Portugal
 Autoriadade de Gestão do Programa Operacional Regional do Norte
Concluded
2011/01/02 - 2014/12/31 PT 21 - Powered Textiles Século 21
13848/2010
Researcher
Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal
 Agência Nacional de Inovação SA
Concluded
2010/06/01 - 2013/05/31 Customer-oriented and eco-friendly networks for healthy fashionable goods Fact Sheet
260169
Researcher
Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal
 FP7 Nanosciences Nanotechnologies Materials and New Production Technologies
Concluded
2010/04/01 - 2013/03/31 Knowledge Discovery from Ubiquitous Data Streams
PTDC/EIA-EIA/098355/2008
Researcher
Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal
 Fundação para a Ciência e a Tecnologia
Concluded
2010/04/01 - 2013/03/31 Extracção de Conhecimento de Fluxos de Dados Distribuidos
PTDC/EIA-EIA/098355/2008
Research Fellow
Instituto de Engenharia de Sistemas e Computadores, Portugal
 Fundação para a Ciência e a Tecnologia
Concluded
2009/01/01 - 2009/12/31 Convénio FCT/CAPES 2009
FCT/CAPES 2009
Researcher
Concluded
2005/07/01 - 2008/06/30 TriAna - Travel time prediction and analysis for decision support to mass transport companies
POCI/TRA/61001/2004
Universidade do Porto Laboratório de Inteligência Artificial e Ciência de Computadores, Portugal

Universidade do Porto Faculdade de Engenharia, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
2005/07 - 2008/06 TriAna - Previsão e análise dos tempos de viagem para apoio à decisão em empresas de transportes rodoviários de passageiros
POCI/TRA/61001/2004
PhD Student Fellow
Instituto de Engenharia Mecânica Polo FEUP, Portugal
Ongoing
1993/01/01 - 1996/12/31 Gestão Integrada de Sistemas de Transportes - GIST
GESBUS
Research Fellow
Instituto de Engenharia Mecanica e Gestao Industrial, Portugal
Concluded

Other

Designation Funders
2020/07/15 - 2020/07/29 Provision of advisory inputs and quality assurance of the final study report
PAIQAFSR
Consultor
Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal
2019/07/01 - 2020/04/30 RiskSens
RiskSens
Principal investigator
Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal
 Natixis Global Asset Management
Concluded
2019/09/01 - 2020/01/31 Prestação de serviços de consultoria especializada à ANIMAFORUM - Associação para o Desenvolvimento da Agroindústria - no âmbito do Projeto “E-AGRO INNOVATION”
CP01/2018
Researcher
Sociedade Portuguesa de Inovação
Concluded
2017/06/01 - 2017/06/26 Expert contract
CT-EX2017D298543-101
Researcher
Concluded
2014/11/01 - 2015/04/30 BI4UPX - Desenvolvimento de 3 Data Marts e consultoria especializada para desenvolvimento de modelos preditivos de apoio à gestão, no âmbito do projeto BIA - Balcão Integrado de Atendimento
INESCP-SERV-50/14
Researcher
Universidade do Porto
Concluded
2014/04/01 - 2014/10/31 BI4UP Desenvolvimento de Sistema de Business Intelligence
INESCP-SERV-49/13
Principal investigator
Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal
 Universidade do Porto
Concluded
2013/10/01 - 2014/03/31 Acordo de financiamento de bolsas e de prestação de serviços
FEUP/WEDO/2013
Principal investigator
Universidade do Porto / Faculdade de Engenharia, Portugal
 WE DO consulting, Sistemas de Informação SA
Concluded
Outputs

Publications

Book
  1. Mendes-Moreira, João; Carvalho, André de; Horvath, Tomas. A general introduction to data analytics. USA: Johm Wiley & Sons, Inc. 2019.
    Published
Book chapter
  1. Akilu Rilwan Muhammad; Ana Aguiar; João Mendes-Moreira. "Characterising Class Imbalance in Transportation Mode Detection: An Experimental Study". 2025.
    10.1007/978-3-031-77738-7_6
  2. Pedro Strecht; João Mendes-Moreira; Carlos Soares. "Symbolic Data Analysis to Improve Completeness of Model Combination Methods". 2024.
    10.1007/978-981-99-8391-9_9
  3. Rodrigo Tuna; Yassine Baghoussi; Carlos Soares; João Mendes-Moreira. "Kernel Corrector LSTM". 2024.
    10.1007/978-3-031-58553-1_1
  4. Maria Pedroto; Alípio Jorge; João Mendes-Moreira; Teresa Coelho. "Combining Neighbor Models to Improve Predictions of Age of Onset of ATTRv Carriers". 2023.
    10.1007/978-3-031-49011-8_23
  5. Eduardo M. Rodrigues; Yassine Baghoussi; João Mendes-Moreira. "Interpreting What is Important: An Explainability Approach and Study on Feature Selection". 2023.
    10.1007/978-3-031-49008-8_23
  6. Paulo J. S. Ferreira; João Mendes-Moreira; Arlete Rodrigues. "Studying the Impact of Sampling in Highly Frequent Time Series". 2023.
    10.1007/978-3-031-49008-8_20
  7. Tiago Costa Mendes; André Azevedo Barata; Miguel Pereira; João Mendes-Moreira; Rui Camacho; Ricardo Teixeira Sousa. "Unsupervised Online Event Ranking for IT Operations". 2023.
    10.1007/978-3-031-48232-8_32
  8. Pasandidehpoor, Mohammad; Mendes-Moreira, João; Rahman Mohammadpour, Soulmaz; Teixeira Sousa, Ricardo. "Predicting US Energy Consumption Utilizing Artificial Neural Network". In Handbook of Smart Energy Systems, 1-13. Springer, 2022.
    Published
  9. Tiago Mendes-Neves; João Mendes-Moreira; Rosaldo J. F. Rossetti. "A Data-Driven Simulator for Assessing Decision-Making in Soccer". 2021.
    10.1007/978-3-030-86230-5_54
  10. Mendes-Moreira, João; Baratchi, Mitra. "Reconciling Predictions in the Regression Setting: An Application to Bus Travel Time Prediction". In Advances in Intelligent Data Analysis XVIII, 313-325. Springer International Publishing, 2020.
    Published • 10.1007/978-3-030-44584-3_25
  11. Paulo J. S. Ferreira; Ricardo M. C. Magalhães; Kemilly Dearo Garcia; João M. P. Cardoso; João Mendes-Moreira. "An Efficient Scheme for Prototyping kNN in the Context of Real-Time Human Activity Recognition". 2019.
    10.1007/978-3-030-33607-3_52
  12. Paulo J. S. Ferreira; João M. P. Cardoso; João Mendes-Moreira. "Automatic Switching Between Video and Audio According to User’s Context". 196-207. Springer International Publishing, 2019.
    10.1007/978-3-030-30244-3_17
  13. Ricardo M. C. Magalhães; João M. P. Cardoso; João Mendes-Moreira. "Energy Efficient Smartphone-Based Users Activity Classification". 208-219. Springer International Publishing, 2019.
    10.1007/978-3-030-30244-3_18
  14. Pedro Strecht; João Mendes-Moreira; Carlos Soares. "Generalizing Knowledge in Decentralized Rule-Based Models". 29-36. Springer Singapore, 2019.
    10.1007/978-3-030-14880-5_3
  15. Pedro Strecht; João Mendes-Moreira; Carlos Soares. "A Framework for Analytical Approaches to Combine Interpretable Models". 182-197. Springer International Publishing, 2019.
    10.1007/978-3-030-11680-4_19
  16. de Oliveira, Rosana Cavalcante; Mendes-Moreira, João; Ferreira, Carlos Abreu. "Agribusiness Intelligence: Grape Production Forecast Using Data Mining Techniques". In Trends and Advances in Information Systems and Technologies, 3-8. Cham: Springer International Publishing, 2018.
    Published • 10.1007/978-3-319-77700-9_1
  17. Kemilly Dearo Garcia; André C. P. L. F. de Carvalho; João Mendes-Moreira. "A Cluster-Based Prototype Reduction for Online Classification". 2018.
    10.1007/978-3-030-03493-1_63
  18. Paulo Barbosa; Kemilly Dearo Garcia; João Mendes-Moreira; André C. P. L. F. de Carvalho. "Unsupervised Domain Adaptation for Human Activity Recognition". 2018.
    10.1007/978-3-030-03493-1_65
  19. Yassine Baghoussi; João Mendes-Moreira. "Instance-Based Stacked Generalization for Transfer Learning". 2018.
    10.1007/978-3-030-03493-1_78
  20. Pereira, Gonçalo; Mendes-Moreira, João. "Monitoring Clusters in the Telecom Industry". In New Advances in Information Systems and Technologies, 631-640. Cham: Springer International Publishing, 2016.
    Published • 10.1007/978-3-319-31307-8_65
  21. Pinto, Fábio; Soares, Carlos; Mendes-Moreira, João. "Towards Automatic Generation of Metafeatures". In Advances in Knowledge Discovery and Data Mining, 215-226. Cham: Springer International Publishing, 2016.
    Published • 10.1007/978-3-319-31753-3_18
  22. Moreira-Matias, Luis; Gama, João; Mendes-Moreira, João; Luís Moreira Matias; João Gama; João Mendes Moreira. "Concept Neurons – Handling Drift Issues for Real-Time Industrial Data Mining". In Machine Learning and Knowledge Discovery in Databases, 96-111. Cham: Springer International Publishing, 2016.
    Published • 10.1007/978-3-319-46131-1_18
  23. Pinto, Fábio; Soares, Carlos; Mendes-Moreira, João. "CHADE: Metalearning with Classifier Chains for Dynamic Combination of Classifiers". In Machine Learning and Knowledge Discovery in Databases, 410-425. Cham: Springer International Publishing, 2016.
    Published • 10.1007/978-3-319-46128-1_26
  24. Freire de Sousa, Jorge; Mendes-Moreira, João; Moreira-Matias, Luís; Gama, João. "Reliability metrics for the evaluation of the schedule plan in public transportation". In Assessment Methodologies: energy, mobility and other real world applications, 143-161. Coimbra: Imprensa da Universidade de Coimbra, 2015.
    Published
Conference abstract
  1. Freire de Sousa, Jorge; Mendes-Moreira, João. "Using travel time predictions for planning and control at public transport companies". Paper presented in the 24st European Conference on Operational Research, Lisbon, 2010.
    Published
  2. Freire de Sousa, Jorge; Mendes-Moreira, João; Jorge, Alípio Mário. "Travel time prediction and decision support in public transportation". Paper presented in the 21st European Conference on Operational Research, Reykjavík, 2006.
    Published
  3. Mendes-Moreira, João; Jorge, Alípio Mário; Freire de Sousa, Jorge; Soares, Carlos. "Previsão de tempos de viagem em empresas de transportes rodoviários de passageiros". Paper presented in 12º Congresso da APDIO, Lisboa, 2006.
    Published
Conference paper
  1. Paulo J.S. Ferreira; Joao Mendes Moreira; Joao M.P. Cardoso. "A Study on Hyperparameters Configurations for an Efficient Human Activity Recognition System". 2023.
    10.1145/3615834.3615851
  2. Meireles, Luís; Mendes-Neves, Tiago; Mendes-Moreira, João. Corresponding author: Meireles, Luís. "Mining football players' behavioral profile: identifying candidate proxy features from event data". Paper presented in MIT sloan Sports Analytics Conference, Boston, 2023.
    Published
  3. Pedro Strecht; João Mendes-Moreira; Carlos Soares. "Density Estimation in High-Dimensional Spaces: A Multivariate Histogram Approach". Paper presented in International Conference on Advanced Data Mining and Applications (ADMA 2022), Brisbane, 2022.
    Published • 10.1007/978-3-031-22137-8_20
  4. Bhanu, M; Kumar, R; Roy, S; Moreira, JM; Chandra, J. "Graph Multi-Head Convolution for Spatio-Temporal Attention in Origin Destination Tensor Prediction". 2022.
    10.1007/978-3-031-05933-9_36
  5. Pedroto, M; Jorge, A; Moreira, JM; Coelho, T. "Improving the Prediction of Age of Onset of TTR-FAP Patients Using Graph-Embedding Features". 2022.
    10.1007/978-3-031-16474-3_16
  6. Couceiro, M; Lima, IR; Ulisses, A; Neves, TM; Moreira, JM. "Tracking Data Visual Representations for Sports Broadcasting Enrichment". 2022.
  7. Muhammad, AR; Aguiar, A; Moreira, JM. "Transportation Mode Detection from GPS data: A Data Science Benchmark study". 2021.
    10.1109/itsc48978.2021.9564659
  8. Leite, B; Abdalrahman, A; Castro, J; Frade, J; Moreira, J; Soares, C. "Novelty Detection in Physical Activity". 2021.
    10.5220/0010254908590865
  9. Sousa A.; Faria J.P.; Mendes-Moreira J.. "An analysis of the state of the art of machine learning for risk assessment in software projects". 2021.
    10.18293/seke2021-097
  10. Fares, A; Vasconcelos, F; Moreira, JM; Ferreira, CA. "Predicting Predawn Leaf Water Potential up to Seven Days Using Machine Learning". 2021.
    10.1007/978-3-030-86230-5_4
  11. Miranda, P; Faria, JP; Correia, FF; Fares, A; Graça, R; Moreira, JM. "An analysis of Monte Carlo simulations for forecasting software projects". 2021.
    10.1145/3412841.3442030
  12. Seca, D; Moreira, JM. "Benchmark of Encoders of Nominal Features for Regression". 2021.
    10.1007/978-3-030-72657-7_14
  13. Sousa, A; Faria, JP; Moreira, JM; Gomes, D; Henriques, PC; Graça, R. "Applying Machine Learning to Risk Assessment in Software Projects". 2021.
    10.1007/978-3-030-93733-1_7
  14. Crarcia, KD; Carvalho, T; Mendes Moreira, J; Cardoso, JMP; de Carvalho, ACPLF. "A Study on Hyperparameter Configuration for Human Activity Recognition". 2020.
    10.1007/978-3-030-20055-8_5
  15. Neves, TM; Moreira, JM. "Comparing State-of-the-Art Neural Network Ensemble Methods in Soccer Predictions". 2020.
    10.1007/978-3-030-59491-6_13
  16. Baghoussi, Y; Moreira, JM; Moniz, N; Soares, C. "Underground Train Tracking using Mobile Phone Accelerometer Data". 2020.
    10.1109/itsc45102.2020.9294569
  17. Garcia, KD; de Faria, ER; de Sá, CR; Moreira, JM; Aggarwal, CC; de Carvalho, ACPLF; Kok, JN. "Ensemble Clustering for Novelty Detection in Data Streams". 2019.
    10.1007/978-3-030-33778-0_34
  18. Coutinho, JC; Moreira, JM; de Sá, CR. "Mining Frequent Distributions in Time Series". 2019.
    10.1007/978-3-030-33617-2_28
  19. Pedroto, M; Jorge, A; Mendes Moreira, J; Coelho, T; Pedroto, Maria; Jorge, Alípio Mário; Mendes-Moreira, João; Coelho, Teresa. "Impact of Genealogical Features in Transthyretin Familial Amyloid Polyneuropathy Age of Onset Prediction". Paper presented in 12th International Conference on Practical Applications of Computational Biology & Bioinformatics, Toledo, 2019.
    Published • 10.1007/978-3-319-98702-6_5
  20. Coutinho, JC; Moreira, JM; de Sá, CR. "UnFOOT: Unsupervised Football Analytics Tool". 2019.
    10.1007/978-3-030-46133-1_52
  21. Pedroto, Maria; Jorge, Alípio Mário; Mendes-Moreira, João; Coelho, Teresa. "Predicting Age of Onset in TTR-FAP Patients with Genealogical Features". Paper presented in 2018 IEEE 31st International Symposium on Computer-Based Medical Systems (CBMS), Karlstad, 2018.
    Published • 10.1109/CBMS.2018.00042
  22. Bhanu, M; Priya, S; Dandapat, SK; Chandra, J; Moreira, JM. "Forecasting Traffic Flow in Big Cities Using Modified Tucker Decomposition". 2018.
    10.1007/978-3-030-05090-0_10
  23. Bhanu, M; Chandra, J; Mendes Moreira, J. "Enhancing traffic model of big cities: Network Skeleton & Reciprocity". 2018.
    10.1109/comsnets.2018.8328188
  24. Baghoussi, Y; Mendes Moreira, J; Emmerich, MTM. "Updating a Robust Optimization Model for Improving Bus Schedules". 2018.
    10.1109/comsnets.2018.8328284
  25. Pinto, F; Cerqueira, V; Soares, C; Moreira, JM; Pinto,F; Vítor Manuel Cerqueira; Carlos Manuel Soares; João Mendes Moreira. "autoBagging: Learning to Rank Bagging Workflows with Metalearning". 2017.
  26. Mourato, Manuel; Mendes-Moreira, João; Correia, Tânia; Mourato, M; Moreira, JM; Correia, T; Mendes-Moreira, João. "Online Failure Prevention from Connected Heating Systems". Paper presented in Workshop on Large-scale Learning from Data Streams in Evolving Environments (STREAMEVOLV-2016) co-located with the 2016 European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2016), Riva del Garda, Italy, 2016.
    Published • 10.1145/2944921.2944923
  27. Esteves, Georgina; Mendes-Moreira, João. "Churn perdiction in the telecom business". Paper presented in 2016 Eleventh International Conference on Digital Information Management (ICDIM), Porto, Portugal, 2016.
    Published • 10.1109/ICDIM.2016.7829775
  28. Henriques, Pedro Meneses; Mendes-Moreira, João. "Combining recommendation systems with a dynamic weighted technique". Paper presented in 2016 Eleventh International Conference on Digital Information Management (ICDIM), Porto, Portugal, 2016.
    Published • 10.1109/ICDIM.2016.7829766
  29. Cardoso, HL; Moreira, JM. "Human Activity Recognition by Means of Online Semi-supervised Learning". 2016.
    10.1109/MDM.2016.93
  30. Cardoso, HL; Moreira, JM; João Mendes-Moreira; Hugo Cardoso; Mendes-Moreira, João. "Improving Human Activity Classification through Online Semi-Supervised Learning". Paper presented in Workshop on Large-scale Learning from Data Streams in Evolving Environments (STREAMEVOLV-2016) co-located with the 2016 European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2016), Riva del Garda, Italy, 2016.
    Published
  31. Pinto, Fábio; Soares, Carlos; Mendes-Moreira, João. "Metalearning For Pruning and Dynamic Integration In Bagging Ensembles". Paper presented in ECMLPKDD 2015 doctoral consortium co-located with ECML PKDD 2015, Porto, 2015.
    Published
  32. Mendes-Moreira, João. "Exploring the impact of ordering models in merging decision trees: a case study in education". Paper presented in ECML PKDD 2015 doctoral consortium co-located with ECML PKDD 2015, Porto, 2015.
    Published
  33. Mendes-Moreira, J.; Moreira-Matias, L.. "On learning from taxi-GPS traces". 2015.
  34. Sousa, J.F.D.; Mendes-Moreira, J.. "Urban Logistics Integrated in a Multimodal Mobility System". 2015.
    10.1109/ITSC.2015.23
  35. Strecht, P; Cruz, L; Soares, C; Moreira, JM; Abreu, R. "A Comparative Study of Regression and Classification Algorithms for Modelling Students' Academic Performance". 2015.
  36. Pinto, F.; Soares, C.; Mendes-Moreira, J.; Pinto, Fábio; Soares, Carlos; Mendes-Moreira, João. "Pruning bagging ensembles with metalearning". Paper presented in the 12th International Workshop on Multiple Classifier Systems (MCS 2015), Gunzgurg, 2015.
    Published • 10.1007/978-3-319-20248-8_6
  37. Luís Moreira-Matias; João Gama; João Mendes-Moreira; Michel Ferreira. "On improving operational planning and control in Public Transportation Networks using streaming Data: A Machine Learning Approach". Paper presented in ECML/PKDD 2014 PhD Session, Nancy, 2014.
    Published
  38. Strecht, Pedro; Mendes-Moreira, João; Soares, Carlos. "Educational Data Mining: preliminary results at University of Porto". Paper presented in EUNIS 2014, Umea, 2014.
    Published
  39. Luís Moreira Matias; João Gama; João Mendes Moreira; Jorge Freire Sousa; Moreira-Matias, Luís; Gama, João; Mendes-Moreira, João; Freire de Sousa, Jorge. "An Incremental Probabilistic Model to Predict Bus Bunching in Real-Time". Paper presented in the Thirteenth International Symposium on Intelligent Data Analysis (IDA 2014), 2014.
    http://dx.doi.org/10.1007/978-3-319-12571-8_20
  40. João Mendes Moreira; Pedro Strecht; Carlos Manuel Soares. "Merging Decision Trees: A Case Study in Predicting Student Performance". 2014.
    http://dx.doi.org/10.1007/978-3-319-14717-8_42
  41. Pinto,F; João Mendes Moreira; Carlos Manuel Soares; Rossetti,RJF; Pinto, F.; Mendes-Moreira, J.; Soares, C.; Rossetti, R.J.F.. "Simulation of the ensemble generation process: The divergence between data and model similarity". 2014.
  42. Fábio Hernâni Pinto; Carlos Manuel Soares; João Mendes Moreira. "An Empirical Methodology to Analyze the Behavior of Bagging". 2014.
    http://dx.doi.org/10.1007/978-3-319-14717-8_16
  43. Brito, J.; Mendes-Moreira, J.. "Instance ranking with multiple linear regression: Pointwise vs. listwise approaches". 2014.
    10.1109/cisti.2014.6877057
  44. Pinto, F.; Soares, C.; Mendes-Moreira, J.. "A framework to decompose and develop metafeatures". 2014.
  45. Moreira-Matias, L.; Endes-Moreira, J.M.; Ferreira, M.; Gama, J.; Damas, L.. "An online learning framework for predicting the taxi stand's profitability". 2014.
    10.1109/ITSC.2014.6957999
  46. Moreira-Matias, L.; Nunes, R.; Ferreira, M.; Mendes-Moreira, J.; Gama, J.; Luís Moreira Matias; Nunes,R; et al. "On predicting a call center's workload: A discretization-based approach". Paper presented in International Symposium on Methodologies for Intelligent Systems (ISMIS 2014), Roskilde, 2014.
    Published • 10.1007/978-3-319-08326-1_59
  47. Nuno Cruz-Silva; João Mendes-Moreira. "Features selection for human activity recognition with iPhone inertial sensors". Paper presented in EPIA 2013, Angra do Heroísmo, 2013.
  48. Abreu, Pedro; Soares, Carlos; Bastos, João; Byvoet, Michel; Mendes-Moreira, João; Jorge, Alípio Mário; Caldas, Álvaro; Azevedo, Américo. "Business Intelligence and Data Mining in the Customized Fashion Industry: A Solution Combining Pentaho and RapidMiner". Paper presented in RapidMiner Community Meeting and Conference (RCOMM 2013), Porto, 2013.
    Published
  49. Moreira-Matias, Luís; Gama, João; Ferreira, Michel; Mendes-Moreira, João; Damas, Luís. "On Predicting the Taxi-Passenger Demand: A Real-Time Approach". Paper presented in the 16th Portuguese Conference on Artificial Intelligence (EPIA 2013), Angra do Heroísmo, 2013.
    Published
  50. Mendes-Moreira, J.; De Freire Sousa, J.; João Mendes Moreira; Jorge Freire Sousa; Mendes-Moreira, João; Freire de Sousa, Jorge. "Evaluating changes in the operational planning of public transportation". Paper presented in EURO Working Group in Transportation 2013, Porto, 2013.
    Published • 10.1007/978-3-319-04630-3_5
  51. Moreira-Matias, L.; Fernandes, R.; Gama, J.; Ferreira, M.; Mendes-Moreira, J.; Damas, L.. "On recommending urban hotspots to find our next passenger". 2013.
  52. Moreira-Matias, L.; Gama, J.; Ferreira, M.; Mendes-Moreira, J.; Damas, L.; Moreira-Matias, Luís; Gama, João; et al. "Online predictive model for taxi services". Paper presented in Intelligent Data Analysis, Helsinki, 2012.
    Published • 10.1007/978-3-642-34156-4_22
  53. Moreira-Matias, Luís; Ferreira, Carlos; Gama, João; Mendes-Moreira, João; Freire de Sousa, Jorge. "Bus Bunching Detection by Mining Sequences of Headway Deviations". Paper presented in International Conference on Data Mining, Leipzig, 2012.
    Published
  54. Jorge, Alípio M.; Moreira, João Mendes; Sousa, Jorge Freire de; Soares, Carlos; Azevedo, Paulo J.. "Finding interesting contexts for explaining deviations in bus trip duration using distribution rules". 2012.
    10.1007/978-3-642-34156-4_14
  55. João Mendes Moreira; Luís Moreira Matias; João Gama; Pavel Brazdil; Moreira-Matias, L.; Mendes-Moreira, J.; Gama, J.; Brazdil, P.. "Text Categorization using an Ensemble Classifier based on a Mean Co-Association Matrix". 2012.
    10.1007/978-3-642-31537-4_41
  56. Lopes, A.; Mendes-Moreira, J.; Gama, J.. "Semi-supervised learning: Predicting activities in Android environment". 2012.
  57. Moreira-Matias, L.; Fernandes, R.; Gama, J.; Ferreira, M.; Mendes-Moreira, J.; Damas, L.. "An online recommendation system for the taxi stand choice problem (Poster)". 2012.
    10.1109/vnc.2012.6407427
  58. Moreira-Matias, L.; Ferreira, C.; Gama, J.; Mendes-Moreira, J.; De Sousa, J.F.. "Bus Bunching detection: A sequence mining approach". 2012.
  59. Moreira-Matias, L.; Ferreira, C.; Gama, J.; Mendes-Moreira, J.; De Sousa, J.F.. "Bus bunching detection by mining sequences of headway deviations". Paper presented in Industrial Conference on Data Mining (ICDM 2012), Berlin, 2012.
    Published • 10.1007/978-3-642-31488-9_7
  60. Mendes-Moreira, João; Moreira-Matias, Luís; Gama, João; Freire de Sousa, Jorge. "Validation of both number and coverage of bus Schedules using AVL data". Paper presented in IEEE Conference on Intelligent Transportation Systems (ITSC'2010), Funchal, Madeira, 2010.
    Published • 10.1109/ITSC.2010.5625235
  61. Mendes-Moreira, Pedro; Vaz Patto, M.C.; Mendes-Moreira, João; Hallauer, A.R.; Pêgo, S.E.. "On-farm conservation and participatory maize breeding in Portugal; lessons learnt and future perspectives". Paper presented in EUCARPIA 2nd Conference of the "Organic and Low-Input Agriculture, Paris, 2010.
    Published
  62. João Mendes-Moreira; Eva Duarte; Orlando Belo. "A decision support system for timetable adjustments". Paper presented in the 13th EURO working group on transportation meeting, Pádua, 2009.
    Published
  63. Moreira, J.M.; Soares, C.; Jorge, A.; DE Sousa, J.F.; Mendes-Moreira, João; Soares, Carlos; Jorge, Alípio Mário; Freire de Sousa, Jorge. "The effect of varying parameters and focusing on bus travel time prediction". Paper presented in the 13th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Bangkok, 2009.
    Published • 10.1007/978-3-642-01307-2_69
  64. Mendes-Moreira, João; Jorge, Alípio Mário; Freire de Sousa, Jorge; Soares, Carlos. "Ensemble Learning: A Study on Different Variants of the Dynamic Selection Approach". Paper presented in 6th International Conference on Machine Learning and Data Mining in Pattern Recognition, Leipzig, GERMANY, 2009.
    Published • 10.1007/978-3-642-03070-3_15
  65. Duarte, Eva; Mendes-Moreira, João; Belo, Orlando. "Exploração de Técnicas de Classificação Associativa no Planeamento de Horários de Transportes Públicos". Paper presented in 9ª Conferência da Associação Portuguesa de Sistemas de Informação, Viseu, 2009.
    Published
  66. Mendes-Moreira, João; Freire de Sousa, Jorge; Jorge, Alípio Mário; Soares, Carlos. "An ensemble regression approach for bus trip time prediction". Paper presented in the 11th meeting of the EURO working group on transportation, Bari, 2006.
    Published
  67. Mendes-Moreira, João; Jorge, Alípio Mário; Soares, Carlos; Freire de Sousa, Jorge; Moreira, J.M.; Jorge, A.M.; Soares, C.; De Sousa, J.F.. "Improving SVM-linear predictions using CART for example selection". Paper presented in the 16th International Symposium on Methodologies for Intelligent Systems, Bari, 2006.
    Published • 10.1007/11875604_70
  68. Mendes-Moreira, João; Jorge, Alípio Mário; Freire de Sousa, Jorge; Soares, Carlos. "A Data Mining approach for trip time prediction in mass transit companies". Paper presented in 3º Encontro Nacional de Transportes, Covilhã, 2006.
    Published
  69. Mendes-Moreira, João; Jorge, Alípio Mário; Freire de Sousa, Jorge; Soares, Carlos. "Trip time prediction in mass transit companies. A machine learning approach.". Paper presented in EURO-Working Group on Transportation, Poznan, 2005.
    Published
  70. Mendes-Moreira, João; Jorge, Alípio Mário; Freire de Sousa, Jorge; Soares, Carlos. "A data mining approach for trip time prediction in mass transit companies". Paper presented in Data Mining for Business, a workshop co-located with ECML/PKDD 2005, Porto, 2005.
    Published
  71. João Mendes-Moreira; Jorge Freire de Sousa. "Performance indicators board". Paper presented in Human Centered Processes-10th Mini EURO Conference, Brest, 1999.
  72. João Mendes-Moreira; Jorge Freire de Sousa. "Planning and control indicators for mass transit companies". Paper presented in Euro Working Group in Transportation 1999, Helsínquia, 1999.
  73. João Mendes-Moreira; Jorge Freire de Sousa. "Operational indicators for public transport companies". Paper presented in IX Congresso Latino-IberoAmericano de Investigação Operacional, Buenos Aires, 1998.
Conference poster
  1. Santos, D.; Paulos, M.; Brites, C.; Mendes-Moreira, João; Gaspar, D.; Vaz Patto, M.C.; Mendes-Moreira, Pedro. "Portuguese landraces under PPB environmental and morphological effects on yield". Paper presented in IFOAM 2014, 2014.
  2. Mendes-Moreira, Pedro; Fernandes, A.; Mendes-Moreira, João; Vaz Patto, M.C.; Hallauer, A.R.; Pêgo, S.E.. "Maize year value, tuning a mathematical formula with a sociological view". Paper presented in the XIV meeting of the Biometrics in Plant Breeding Section, 2009.
Edited book
  1. Usó, AM; Moreira, JM; Matias, LM; Kull, M; Lachiche, N. Proceedings of the ECML/PKDD 2015 Discovery Challenges co-located with European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD 2015), Porto, Portugal, September 7-11, 2015. 2015.
  2. Fischer, Simon; Mierswa, Ingo; Mendes-Moreira, João; Soares, Carlos. Proceedings of the 4th RapidMiner Community Meeting and Conference (RCOMM 2013). Aachen: Shaker-Verlag. 2013.
Journal article
  1. Rahul Kumar; Manish Bhanu; João Mendes-Moreira; Joydeep Chandra. "Spatio-Temporal Predictive Modeling Techniques for Different Domains: a Survey". ACM Computing Surveys (2025): https://doi.org/10.1145/3696661.
    10.1145/3696661
  2. Eduardo M. Rodrigues; Yassine Baghoussi; João Mendes-Moreira. "KDBI special issue: Explainability feature selection framework application for LSTM multivariate time-series forecast self optimization". Expert Systems (2025): https://doi.org/10.1111/exsy.13674.
    10.1111/exsy.13674
  3. Baldo, Afonso; Ferreira, Paulo J. S.; Mendes-Moreira, João. "Sampling approaches to reduce very frequent seasonal time series". Expert Systems 42 2 (2025): https://doi.org/10.1111/exsy.13690.
    10.1111/exsy.13690
  4. Mazarei, Arefeh; Sousa, Ricardo; Mendes-Moreira, João; Molchanov, Slavo; Ferreira, Hugo Miguel. "Online boxplot derived outlier detection". International Journal of Data Science and Analytics 19 1 (2025): 83-97. https://doi.org/10.1007/s41060-024-00559-0.
    Published • 10.1007/s41060-024-00559-0
  5. Rahul Kumar; João Mendes-Moreira; Joydeep Chandra. "Spatio-Temporal Parallel Transformer Based Model for Traffic Prediction". ACM Transactions on Knowledge Discovery from Data (2024): https://doi.org/10.1145/3679017.
    10.1145/3679017
  6. Maria Pedroto; Teresa Coelho; Joana Fernandes; Alexandra Oliveira; Alípio Jorge; João Mendes-Moreira. "Heterogeneity in families with ATTRV30M amyloidosis: a historical and longitudinal Portuguese case study impact for genetic counselling". Amyloid (2024): https://doi.org/10.1080/13506129.2024.2332679.
    10.1080/13506129.2024.2332679
  7. Silva, A; Mendes Moreira, J; Ferreira, C; Costa, N; Dias, D. "Map-matching methods in agriculture". Computers and Electronics in Agriculture (2024): https://www.authenticus.pt/P-00Z-E9P.
    10.1016/j.compag.2023.108529
  8. Baghoussi, Y; Soares, C; Moreira, JM. "Corrector LSTM: built-in training data correction for improved time-series forecasting". Neural Comput. Appl. (2024): https://www.authenticus.pt/P-010-J2C.
    10.1007/s00521-024-09962-x
  9. Bhanu, M; Priya, S; Moreira, JM; Chandra, J. "ST-A(G)P: Spatio-Temporal aggregator predictor model for multi-step taxi-demand prediction in cities". APPLIED INTELLIGENCE (2023):
    10.1007/s10489-022-03475-7
  10. Pedroto, M; Coelho, T; Jorge, A; Mendes Moreira, J. "Clinical model for Hereditary Transthyretin Amyloidosis age of onset prediction". FRONTIERS IN NEUROLOGY (2023):
    10.3389/fneur.2023.1216214
  11. Bhanu, M; Roy, S; Priya, S; Mendes Moreira, J; Chandra, J. "An encoder framework for taxi-demand prediction using spatio-temporal function approximation". ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE (2023):
    10.1016/j.engappai.2023.106760
  12. André O. Sousa; Daniel T. Veloso; Henrique M. Gonçalves; João Pascoal Faria; João Mendes-Moreira; Ricardo Graça; Duarte Gomes; Rui Nuno Castro; Pedro Castro Henriques. "Applying Machine Learning to Estimate the Effort and Duration of Individual Tasks in Software Projects". IEEE Access (2023): https://doi.org/10.1109/ACCESS.2023.3307310.
    10.1109/ACCESS.2023.3307310
  13. Ferreira, PJS; Moreira, JM; Cardoso, JMP. "A Study on Hyperparameters Configurations for an Efficient Human Activity Recognition System". CoRR (2023):
    10.1145/3615834.3615851
  14. Neves, TM; Meireles, L; Moreira, JM. "A Survey of Advanced Computer Vision Techniques for Sports". CoRR (2023):
  15. Neves, TM; Meireles, L; Moreira, JM. "Valuing Players Over Time". CoRR (2022):
  16. Garcia, KD; de Sá, CR; Poel, M; Carvalho, T; Mendes-Moreira, J; Cardoso, JM; de Carvalho, AC; Kok, JN. "An Ensemble of Autonomous Auto-Encoders for Human Activity Recognition". Neurocomputing (2021):
    10.1016/j.neucom.2020.01.125
  17. Strecht, P; Mendes Moreira, J; Soares, C. "Inmplode: A framework to interpret multiple related rule-based models". EXPERT SYSTEMS (2021):
    10.1111/exsy.12702
  18. Paulo J. S. Ferreira; João M. P. Cardoso; João Mendes-Moreira. "kNN Prototyping Schemes for Embedded Human Activity Recognition with Online Learning". Computers 9 4 (2020): 96-96. https://doi.org/10.3390/computers9040096.
    10.3390/computers9040096
  19. Bhanu, M; Mendes-Moreira, J; Chandra, J; Manish Bhanu; Joao Mendes-Moreira; Joydeep Chandra. "Embedding Traffic Network Characteristics Using Tensor for Improved Traffic Prediction". IEEE Transactions on Intelligent Transportation Systems 22 6 (2020): 3359-3371. https://doi.org/10.1109/TITS.2020.2984175.
    10.1109/tits.2020.2984175
  20. Diana Gomes; João Mendes-Moreira; Inês Sousa; Joana Silva. "Eating and Drinking Recognition in Free-Living Conditions for Triggering Smart Reminders". Sensors (2019): https://doi.org/10.3390/s19122803.
    10.3390/s19122803
  21. Sirsat, MS; Mendes Moreira, J; Ferreira, C; Cunha, M. "Machine Learning predictive model of grapevine yield based on agroclimatic patterns". Engineering in Agriculture, Environment and Food (2019):
    10.1016/j.eaef.2019.07.003
  22. Mendes Moreira, P; Satovic, Z; Mendes Moreira, J; Santos, JP; Nina Santos, JPN; Pego, S; Vaz Patto, MCV. "Maize participatory breeding in Portugal: Comparison of farmer's and breeder's on-farm selection". PLANT BREEDING (2017):
    10.1111/pbr.12551
  23. Moreira-Matias, L.; Gama, J.; Ferreira, M.; Mendes-Moreira, J.; Damas, L.. "Time-evolving O-D matrix estimation using high-speed GPS data streams". Expert Systems with Applications 44 (2016): 275-288. http://www.scopus.com/inward/record.url?eid=2-s2.0-84945288965&partnerID=MN8TOARS.
    10.1016/j.eswa.2015.08.048
  24. Moreira-Matias, L.; Cats, O.; Gama, J.; Mendes-Moreira, J.; De Sousa, J.F.. "An online learning approach to eliminate Bus Bunching in real-time". Applied Soft Computing Journal 47 (2016): 460-482. http://www.scopus.com/inward/record.url?eid=2-s2.0-84976407092&partnerID=MN8TOARS.
    10.1016/j.asoc.2016.06.031
  25. Mendes-Moreira, João. "Improving the accuracy of long-term travel time prediction using heterogeneous ensembles". Neurocomputing (2015):
    10.1016/j.neucom.2014.08.072
  26. Moreira Matias, L; Mendes Moreira, J; de Sousa, JF; Gama, J; Moreira-Matias, L.; Mendes-Moreira, J.; De Sousa, J.F.; Gama, J.. "Improving Mass Transit Operations by Using AVL-Based Systems: A Survey". IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS 16 4 (2015): 1636-1653. http://www.scopus.com/inward/record.url?eid=2-s2.0-84938801609&partnerID=MN8TOARS.
    10.1109/tits.2014.2376772
  27. Mendes-Moreira, J.; Moreira-Matias, L.; Gama, J.; Freire De Sousa, J.. "Validating the coverage of bus schedules: A Machine Learning approach". Information Sciences 293 (2015): 299-313. http://www.scopus.com/inward/record.url?eid=2-s2.0-84922676933&partnerID=MN8TOARS.
    10.1016/j.ins.2014.09.005
  28. Mendes-Moreira, P.M.R.; Mendes-Moreira, J.; Fernandes, A.; Andrade, E.; Hallauer, A.R.; Pêgo, S.E.; Vaz Patto, M.C.. "Is ear value an effective indicator for maize yield evaluation?". Field Crops Research 161 (2014): 75-86. http://www.scopus.com/inward/record.url?eid=2-s2.0-84898816459&partnerID=MN8TOARS.
    10.1016/j.fcr.2014.02.015
  29. Abreu, P.H.; Silva, D.C.; Almeida, F.; Mendes-Moreira, J.. "Improving a simulated soccer team's performance through a Memory-Based Collaborative Filtering approach". Applied Soft Computing Journal 23 (2014): 180-193. http://www.scopus.com/inward/record.url?eid=2-s2.0-84903985709&partnerID=MN8TOARS.
    10.1016/j.asoc.2014.06.021
  30. Abreu, PH; Silva, DC; Portela, J; Mendes Moreira, J; Reis, LP. "Using model-based collaborative filtering techniques to recommend the expected best strategy to defeat a simulated soccer opponent". INTELLIGENT DATA ANALYSIS (2014):
    10.3233/ida-140678
  31. Moreira-Matias, Luís; Gama, João; Ferreira, Michel; Mendes-Moreira, João; Damas, Luís. "Predicting Taxi Passenger Demand Using Streaming Data". IEEE Transactions on Intelligent Transportation Systems 14 3 (2013): 1393-1402.
    Published • 10.1109/TITS.2013.2262376
  32. Abreu, Pedro Henriques; Silva, Daniel Castro; Mendes-Moreira, João; Reis, Luís Paulo; Garganta, Júlio. "Using Multivariate Adaptive Regression Splines in the Construction of Simulated Soccer Team's Behavior Models". International Journal of Computational Intelligence Systems 6 5 (2013): 893-910.
    Published • 10.1080/18756891.2013.808426
  33. Mendes-Moreira, J.; Soares, C.; Jorge, A.M.; De Sousa, J.F.. "Ensemble approaches for regression: A survey". ACM Computing Surveys 45 1 (2012): http://www.scopus.com/inward/record.url?eid=2-s2.0-84871245760&partnerID=MN8TOARS.
    10.1145/2379776.2379786
  34. Mendes-Moreira, J.; Jorge, A.M.; De Sousa, J.F.; Soares, C.. "Comparing state-of-the-art regression methods for long term travel time prediction". Intelligent Data Analysis 16 3 (2012): 427-449. http://www.scopus.com/inward/record.url?eid=2-s2.0-84861377110&partnerID=MN8TOARS.
    10.3233/IDA-2012-0532
  35. Abreu, P.; Moreira, J.; Costa, I.; Castelão, D.; Reis, L.; Garganta, J.. "Human versus virtual robotics soccer: A technical analysis". European Journal of Sport Science 12 1 (2012): 26-35. http://www.scopus.com/inward/record.url?eid=2-s2.0-84857183628&partnerID=MN8TOARS.
    10.1080/17461391.2010.545435
  36. Mendes-Moreira, P.M.M.; Vaz Patto, M.C.; Mota, M.; Mendes-Moreira, J.; Santos, J.P.N.; Santos, J.P.P.; Andrade, E.; Hallauer, A.R.; Pego, S.E.. "'Fandango': Long term adaptation of exotic germplasm to a Portuguese on-farm-conservation and breeding project". Maydica 54 2-3 (2009): 269-285. http://www.scopus.com/inward/record.url?eid=2-s2.0-76249132059&partnerID=MN8TOARS.
  37. Mendes-Moreira, João; Freire de Sousa, Jorge. "Applying Data Warehousing Technology to Support Planning and Control on Mass Transit Companies". Investigação Operacional 26 1 (2006): 23-43.
    Published
Magazine article
  1. Cardoso, João M.P.; Mendes-Moreira, João; Veiga, Luís. "CONTEXTWA - Middleware and Context Inference Techniques from Data-Streams for the Development of Context-Aware Services using Mobile Devices", Impact, 2018, https://impact.pub/.
Preface / Postscript
  1. Mendes-Moreira, João; Moreira-Matias, Luís. "On Learning from Taxi GPS Traces (Preamble)". Aachen: CEUR Workshop Proceedings. 2015.
    Published
Preprint
  1. Mazarei, A; Sousa, R; Mendes-Moreira, J; Molchanov, S; Ferreira, HM. "Online boxplot derived outlier detection". 2024. https://www.authenticus.pt/P-010-EPB.
    10.1007/s41060-024-00559-0
  2. Mendes-Neves, T; Meireles, L; Mendes-Moreira, J. "Towards a foundation large events model for soccer". 2024. https://www.authenticus.pt/P-016-ZEZ.
    10.1007/s10994-024-06606-y
  3. Baldo, A; Ferreira, PJS; Mendes-Moreira, J. "Sampling approaches to reduce very frequent seasonal time series". 2024. https://www.authenticus.pt/P-012-NBC.
    10.1111/exsy.13690
  4. Mohammad Pasandidehpoor ---; Joao Mendes-Moreira. "An Unsupervised Chatter Detection Method Based on AE and DBSCAN Clustering Utilizing Internal CNC Machine Signals". 2024. https://doi.org/10.20944/preprints202407.2595.v1.
    10.20944/preprints202407.2595.v1
  5. Mendes-Neves, T; Seca, D; Sousa, R; Ribeiro, C; Mendes-Moreira, J. "Estimating the Likelihood of Financial Behaviours Using Nearest Neighbors A case study on market sensitivities". 2023. https://www.authenticus.pt/P-00Y-6NC.
    10.1007/s10614-023-10370-x
  6. Kumar, R; Moreira, JM; Chandra, J. "DyGCN-LSTM: A dynamic GCN-LSTM based encoder-decoder framework for multistep traffic prediction". 2023. https://www.authenticus.pt/P-00Y-WE9.
    10.1007/s10489-023-04871-3
Thesis / Dissertation
  1. Lopes, Alexandre de Oliveira. "Activity recognition from smartphone sensing data". Master, 2012. http://hdl.handle.net/10216/68241.
  2. João Pedro Carvalho Leal Mendes Moreira. "Travel time prediction for the planning of mass transit companies: a machine learning approach". PhD, 2008. https://repositorio-aberto.up.pt/handle/10216/6817.

Other

Other output
  1. Pastprop-RNN: improved predictions of the future by correcting the past. 2021. Baptista, A; Baghoussi, Y; Soares, C; Moreira, JM; Arantes, M.
  2. Hierarchical Qualitative Clustering - clustering mixed datasets with critical qualitative information. 2020. Seca, D; Moreira, JM; Neves, TM; Sousa, R.
  3. A Preliminary Study on Hyperparameter Configuration for Human Activity Recognition. 2018. Garcia, KD; Carvalho, T; Moreira, JM; Cardoso, JMP; de Carvalho, ACPLF.
  4. Taxi Service Trajectory - Prediction Challenge, ECML PKDD 2015. 2015. Matias, LM; Ferreira, M; Moreira, JM.
Activities

Oral presentation

Presentation title Event name
Host (Event location)
2023/11/29 Inteligência Artificial na Agricultura III Aniversário da InovTechAgro
InovTechAgro (Elvas, Portugal)
2023/11/17 Inteligência Artificial na Agricultura Agrovouga 2023
Câmara Municipal de Aveiro (Aveiro, Portugal)
2023/08/18 The challenges of recognising human activities from a smartphone the 9th International Conference on Smart Computing and Communication (ICSCC 2023)
(Kochi, India)

Event organisation

Event name
Type of event (Role) 		Institution / Organization
2023/03/09 - 2023/09/20 Co-chair of the Special Session on "Learning from Temporal Data", in the International Conference on Data Science & Advanced Analytics (DSAA 2023). Chairs: João Mendes-Moreira, Joydeep Chandra, Albert Bifet (2023/10/12 - 2023/10/12)
Other (Co-organisor)
 Instituto de Engenharia de Sistemas e Computadores - Tecnologia e Ciência, Portugal

Event participation

Activity description
Type of event 		Event name
Institution / Organization
2023/10/09 - 2023/10/13 Participation and chairing the special session on Learning from Temporal Data
Conference
 The 10th IEEE International Conference on Data Science and Advanced Analytics (DSAA 2023)
2020/04/27 - 2020/04/29 Participation and presentation of the work "Reconciling predictions in the regression setting: an application to bus travel time prediction"
Conference
 the 18th International Symposium on Intelligent Data Analysis (IDA 2020)
2019/11/14 - 2019/11/16 Participation and presentation of the works "An Efficient Scheme for Prototyping kNN in the Context of Real-Time Human Activity Recognition" and "Mining Frequent Distributions in Time Series".
Conference
 the 20th International Conference on Intelligent Data Engineering and Automated Learning (IDEAL 2019)
2019/05/13 - 2019/05/15 Participation and presentation of the work "A Study on Hyperparameter Configuration for Human Activity Recognition"
Conference
 the 14th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2019)
2018/03/27 - 2018/03/29 Participation and presentation of the work "Agribusiness Intelligence: Grape Production Forecast Using Data Mining Techniques"
Conference
 the 6th World Conference on Information Systems and Technologies (worldCIST 2018)
2018/01/03 - 2018/01/07 Participation and presentation of the works "Enhancing traffic model of big cities: Network Skeleton & Reciprocity" and "Updating a Robust Optimization Model for Improving Bus Schedules".
Conference
 the 10th International Conference on COMmunication Systems & NETworkS (COMSNETS 2018)
2016/09/19 - 2016/09/23 Participation in the conference the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2016)
2016/03/22 - 2016/03/24 Participation and presentation of the work "Monitoring clusters in the telecom industry"
Conference
 the 4th World Conference on Information Systems and Technologies (worldCIST 2016)
2015/09/15 - 2015/09/18 Participation and presentation of the work "Urban Logistics Integrated in a Multimodal Mobility System"
Conference
 IEEE 18th International Conference on Intelligent Transportation Systems (ITSC 2015)
2014/12 - 2014/12 Participation and presentation of the works "An empirical methodology to analyze the behavior of bagging" and "Merging Decision Trees: a case study in predicting student performance".
Conference
 the 10th International Conference on Advanced Data Mining and Applications (ADMA 2014)
2014 - 2014 Participation and presentation of the work "An Incremental Probabilistic Model to Predict Bus Bunching in Real-Time"
Conference
 the Thirteenth International Symposium on Intelligent Data Analysis (IDA 2014)
2009 - 2009 Participation and presentation of the work "Ensemble learning: A study on different variants of the dynamic selection approach"
Conference
 6th International Conference on Machine Learning and Data Mining in Pattern Recognition (MLDM 2009)
2006 - 2006 Participation and presentation of the work "Improving SVM-linear predictions using cart for example selection"
Conference
 the 16th International Symposium on Methodologies for Intelligent Systems (ISMIS 2006)
Università degli Studi di Bari Aldo Moro, Italy
2006 - 2006 Participation and presentation of the work "An ensemble regression approach for bus trip time prediction"
Conference
 EURO Working Group on Transportation meeting
2005/09 - 2005/09 Participation and presentation of the work "A data mining approach for trip time prediction in mass transit companies." in the workshop W11 on Data Mining for Business
Conference
 ECML/PKDD 2005
1999/09/22 - 1999/09/24 Participation and presentation of the work "Performance indicators board"
Conference
 10th Mini EURO Conference - Human Centered Processes. HCP'99
1999 - 1999 Participation and presentation of the work "Planning and control indicators for mass transit companies"
Conference
1998/09/01 - 1998/09/05 Participation and presentation of the paper "Operational Indicators for public transport companies".
Conference
 IX Operational Indicators for public transport companies
Universidad de Buenos Aires, Argentina

Conference scientific committee

Conference name Conference host
2024/02/18 - 2024/03/21 26The 30th ACM SIGKDD CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING (KDD 2024) Barcelona, Spain
2023/12/04 - 2024/01/12 the 22nd International Symposium on Intelligent Data Analysis (IDA 2024) Stockholm, Sweden
2023/10/22 - 2023/11/23 the 39th ACM/SIGAPP Symposium On Applied Computing -Data Streams tracl (ACM SAC - DS 2024) Avila, Spain
2023/08/23 - 2023/11/02 the 38th Annual AAAI Conference on Artificial Intelligence (AAAI 2024) Vancouver, Canada
2023/08/08 - 2023/08/29 22nd International Conference on Machine Learning and Applications (ICMLA'23) Hyatt Regency Jacksonville Riverfront , Florida, USA
2023/06/20 - 2023/07/13 The 10th IEEE International Conference on Data Science and Advanced Analytics (DSAA 2023) Thessaloniki, Greece
2023/04/05 - 2023/05/08 European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2023) Turin, Italy
2023/02/25 - 2023/04/21 the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2023) Long Beach, CA, USA
2023/01/04 - 2023/01/07 the 21st Symposium on Intelligent Data Analysis (IDA 2023) Louvain-la-Neuve, Belgium
2022/11/28 - 2022/12/01 the 38th ACM/SIGAPP Symposium On Applied Computing - Data Streams track (ACM SAC - DS 2023) Tallinn, Estonia
2022/08/28 - 2022/10/04 the Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI 2023) Washington D.C.
2022/09/17 - 2022/10/02 The Thirty-Sixth AAAI Conference on Artificial Intelligence (AAAI 2022) Virtual conference
2022/06/23 - 2022/07/12 26th International Symposium on methodologies for Intelligent Systems (ISMIS 2022) Cosenza, Italy
2022/04/15 - 2022/05/17 European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2022) Grenoble, France
2022/03/04 - 2022/03/31 the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2022) Washington D.C.
2021/12/06 - 2022/01/13 the 20th International Symposium on Intelligent Data Analysis (IDA 2022) Rennes, France
2021/11/24 - 2021/12/21 Symposium on Intelligent Data Analysis (IDA 2021) University of Porto
2021/11/15 - 2021/11/27 The 37th ACM/SIGAPP Symposium On Applied Computing - Daata Streamas track (ACM SAC - DS 2022) Virtual conference
2021/10/15 - 2021/11/21 the 36th Annual ACM Symposium on Applied Computing, Data Streams track (ACM SAC-DS 2021) Virtual conference
2021/09/21 - 2021/11/01 The Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI-21) Webank and Hong Kong University of Science and Technology, Hong Kong
2021/09/05 - 2021/09/20 NeurIPS 2021 Datasets and Benchmarks track virtual conference
2021/07/15 - 2021/08/05 1st International Workshop on Machine Learning in Software Engineering (MLiSE 2021) Shenzhen University, China
2021/06/17 - 2021/07/16 The 8th IEEE International Conference on Data Science and Advanced Analytics (DSAA 2021) INESC TEC, Porto, Portugal
2021/05/19 - 2021/05/31 the 20th EPIA Conference on Artificial Intelligence (EPIA 2021) APPIA
2021/04/14 - 2021/05/05 European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Database (ECML/PKDD 2021) Bilbao, Spain
2021/03/16 - 2021/04/11 the 27th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (sigKDD 2021) Singapore
2021/03/15 - 2021/03/28 16th Doctoral Symposium in Informatics Engineering (DSIE 2021) Universidade do Porto, Faculdade de Engenharia
2020/09/24 - 2020/10/12 The Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI-20) IBM research New York
2020/07/15 - 2020/08/05 CTDIAC 2020: 12th Concurso de Teses e Dissertações em Intelgência Artificial e Computacional (co-located with BRACIS 2020) Universidade Federal de Rio Grande
2020/01/28 - 2020/02/11 15th DOCTORAL SYMPOSIUM IN INFORMATICS ENGINEERING (DSIE 2020) Universidade do Porto, Faculdade de Engenharia
2016/06/21 - 2016/07/18 IEEE 19th International Conference on Intelligent Transportation Systems (ITSC 2016) FEUP & USP
2016/04/16 - 2016/04/29 12nd International Meeting on High Performance Computing for Computational Science (VECPAR 2016) University of Porto, Faculty of Science
2015/12/06 - 2015/12/08 the 4th World Conference on Information Systems and Technologies (worldCIST 2016) Recife, Brazil
2015/06/08 - 2015/06/30 The Fourth International Conference on Advances in Vehicular Systems, Technologies and Applications (Vehicular 2015) St Julians, Malta
2015/05/06 - 2015/06/07 IEEE 18th International Conference on Intelligent Transportation Systems (ITSC 2015) Gran Canaria, Spain
2015/03/15 - 2015/04/13 The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases 2015 (ECML/PKDD 2015) Porto, Portugal
2015/02/10 - 2015/02/26 The 24th International Joint Conferences on Artificial Intelligence (IJCAI 2015) Buenos Aires, Argentina
2015/01/15 - 2015/01/30 the 5th Asian Conference on Intelligent Information and Database Systems (ACIIDS 2015) Bali, Indonesia
2015/01/10 - 2015/01/16 10th Doctoral Symposium in Informatics Engineering (DSIE'15) University of Porto, Faculty of Engineering
2014/02/02 - 2014/02/10 the 17th International IEEE Conference on Intelligent Transportation Systems (ITSC 2014) Qingdao, China
2014/01/02 - 2014/01/10 The 8th Doctoral Symposium in Informatics Engineering (DSIE 2014) Universidade do Porto, Faculdade de Engenharia
2013/10/10 - 2013/12/06 the 29th Symposium On Applied Computing - data streams track (ACM SAC - DS 2014) Gyeongju, Korea
2013/06/12 - 2013/06/17 the 4th RapidMiner Community Meeting and Conference (RCOMM 2013) University of Porto, Faculty of Engineering
2013/02/10 - 2013/04/29 The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECMLPKDD 2013) Prague, Chéquia
2013/01/07 - 2013/01/08 the 7th Doctoral Symposium in Informatics Engineering (DSIE 2013) Universidade do Porto, Faculdade de Engenharia
2012/10/02 - 2012/11/02 the 28th Annual ACM Symposium on Applied Computing (ACM SAC 2013) - Data Streams track Salamanca, Spain
2011/10/06 - 2011/10/10 the 27th Annual ACM Symposium on Applied Computing (ACM SAC 2012) - Data Streams track Trento, Italy
2011/02/01 - 2011/03/05 the 22nd International Joint Conference on Artificial Intelligence (IJCAI 2011) Barcelona, Spain
2011/02/01 - 2011/02/21 The 28th International Conference on Machine Learning (ICML 2011) Washington, USA
2011/01/01 - 2011/01/11 the 6th Doctoral Symposium in Informatics Engineering (DSIE'11) Universidade do Porto, Faculdade de Engenharia
2010/03/10 - 2010/03/16 the 27th International Conference on Machine Learning (ICML 2010) Haifa, Israel
2009/02/19 - 2009/02/27 the 26th International Conference on Machine Learning (ICML 2009) Montreal, Canada
2007/01/17 - 2007/02/02 workshop DM for Business co-located with PAKDD 2007 Nanjing, China
Distinctions

Award

2025 Editorial Contribution Award
Springer Nature Group, Germany
2023 Diploma de Reconhecimento Científico - 2021
Universidade do Porto Faculdade de Engenharia, Portugal
2022 Diploma de Reconhecimento Pedagógico - 2020
Universidade do Porto Faculdade de Engenharia, Portugal
2020 Diploma de Reconhecimento Científico - 2018
Universidade do Porto Faculdade de Engenharia, Portugal
2020 The George N. Saridis Best Transactions Paper Award of IEEE Transactions on Intelligent Transportation Systems - 2016
IEEE, United States
2014 ADMA 2014 Best paper award