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Manuel Filipe Santos received his Ph.D. in Computer Science (Artificial Intelligence) from the University of Minho (UMinho), Portugal, in 2000. He is associate professor with habilitation at the Department of Information Systems, UMinho, teaching undergraduate and graduate classes of Business Intelligence and Decision Support Systems. He is the head of Intelligent Data Systems lab and the coordinator of the Information Systems and Technology group (www.algoritmi.uminho.pt) of the R&D ALGORITMI Centre, with the current research interests: Business Intelligence; Intelligent Decision Support Systems; Data Mining and Machine Learning (Learning Classifier Systems); and Grid Data Mining. He is part of the steering committees of the master's course in Engineering and Management of Information Systems and the Doctoral Program in Information Systems and Technology. He is co-author of more than 296 indexed (e.g., ISI, Scopus) publications in international conferences, books and journals (e.g., published by IEEE, Elsevier or Springer). He has more than 1430 scopus citations, 3009 google scholar citations. His scopus h-index is 18 and google scholar h-index is 26. Since 2008 has lead research work in the area of medicine and healthcare. The main focus is to develop intelligent decision support systems aiming to reach the highest level of maturity in terms of the Simon’s model of rationality. Important and recent achievements include Intelligent Clinical Decision Support Systems for: i) intensive medicine; ii) optimization of Waiting Lists; iii) Patient flow and resource planning; iv) Diabetics costs optimization and v) Infection prediction and treatment. Recently, work is being conducted in order to allow for intelligent decision support in precision medicine. Has captured more than 1,5 M Euros to support I&D projects (e.g. FCT, HORIZON 2020).
Identificação

Identificação pessoal

Nome completo
Manuel Filipe Santos

Nomes de citação

  • Santos, Manuel

Identificadores de autor

Ciência ID
801A-5FFA-1C18
ORCID iD
0000-0002-5441-3316

Domínios de atuação

  • Ciências Exatas - Ciências da Computação e da Informação

Idiomas

Idioma Conversação Leitura Escrita Compreensão Peer-review
Inglês Utilizador independente (B1) Utilizador proficiente (C1) Utilizador independente (B1) Utilizador independente (B1)
Formação
Grau Classificação
2017
Concluído
Tecnologias e Sistemas de Infomração (Título de Agregado)
Universidade do Minho Escola de Engenharia, Portugal
"Técnicas de Aquisição Semiautomática de Conhecimento baseadas em Aprendizagem Automática" (TESE/DISSERTAÇÃO)
Aprovado por Unanimidade
2000
Concluído
n/a (Doutoramento)
Universidade do Minho Escola de Engenharia, Portugal
"Distributed Learning Classifier Systems" (TESE/DISSERTAÇÃO)
Aprovado por Unanimidade
Percurso profissional

Docência no Ensino Superior

Categoria Profissional
Instituição de acolhimento
Empregador
2017/01/19 - Atual Professor Associado (Docente Universitário) Universidade do Minho, Portugal
2015 - 2018 Professor Associado (Docente Universitário) Universidade do Minho Centro ALGORITMI, Portugal
2010/11/23 - 2017/01/18 Professor Associado (Docente Universitário) Universidade do Minho, Portugal
2010 - 2013 Professor Associado (Docente Universitário) Universidade do Minho Centro ALGORITMI, Portugal
1996/01/01 - 2010/11/23 Professor Auxiliar (Docente Universitário) Universidade do Minho - Campus de Azurém, Portugal
2007 - 2009 Professor Auxiliar (Docente Universitário) Universidade do Minho Centro ALGORITMI, Portugal
2007 - 2009 Professor Auxiliar (Docente Universitário) Universidade do Minho Centro ALGORITMI, Portugal
Projetos

Projeto

Designação Financiadores
2021 - Atual Data Science aplicada à diabetes para aumento de qualidade de vida do doente e de racionalização de custos
01/SAMA2020/2019
Investigador responsável
2021 - Atual Gestão inteligente de internamento como forma de aumentar a qualidade e eficiência
04/SAMA2020/2019
Investigador responsável
2020 - Atual CONTROLO INTELIGENTE DE INFEÇÃO HOSPITALAR
02/SAMA2020/2019
Investigador responsável
2020 - Atual Apoio à Decisão Inteligente na otimização de tempos de resposta e de recursos para melhoria da qualidade de serviço
03/SAMA2020/2019
Investigador responsável
2020 - Atual FACTORY OF THE FUTURE
POCI-01-0247-FEDER-039479
Investigador
2018 - Atual ICDS4IM - Intelligent Clinical Decision Support for Intensive Medicine
DSAIPA/DS/0084/2018
Investigador responsável
Fundação para a Ciência e a Tecnologia
2016 - Atual Deus Ex Machina – Symbiotic technology for societal efficiency gains
NORTE-01-0145-FEDER-000026
Investigador responsável
2015 - Atual INTELLITAG – Etiquetagem Inteligente
INTELLITAG
Investigador responsável
2013 - Atual INTCARE II - Sistema de Apoio à Decisão Inteligente para Medicina Intensiva
PTDC/EEI-SII/1302/2012
Investigador responsável
2008 - Atual INTCARE - Sistema de Apoio à Decisão Inteligente para Medicina Intensiva
PTDC/EIA/72819/2006
Investigador responsável
2007 - Atual GRIDCLASS - Learning Classifiers Systems for Grid Data Mining
GRID/GRI/81736/2006
Investigador responsável
Produções

Publicações

Artigo em conferência
  1. Lopes, J.; Braga, J.; Santos, M.F.. "Adaptive business intelligence platform and its contribution as a support in the evolution of hospital 4.0". 2021.
    10.1016/j.procs.2021.04.016
  2. Cruz, R.; Guimarães, T.; Peixoto, H.; Santos, M.F.. "Architecture for intensive care data processing and visualization in real-time". 2021.
    10.1016/j.procs.2021.03.115
  3. Sousa, A.L.; Lopes, J.; Guimarães, T.; Santos, M.F.. "MHealth: Monitoring platform for diabetes patients". 2021.
    10.1016/j.procs.2021.03.113
  4. Azevedo, J.; Duarte, J.; Santos, M.F.. "Implementing a business intelligence cost accounting solution in a healthcare setting". 2021.
    10.1016/j.procs.2021.12.249
  5. Mosavi, N.S.; Santos, M.F.. "To what extent healthcare analytics influences decision making in precision medicine". 2021.
    10.1016/j.procs.2021.12.253
  6. Cruz, M.; Guimarães, T.; Abelha, A.; Santos, M.F.. "Business Analytics Components for Public Health Institution - Nursing Decision Area". 2021.
    10.1016/j.procs.2021.12.252
  7. Duarte, R.; Guimarães, T.; Santos, M.F.. "A Business Intelligence Platform for Portuguese Misericórdias". 2021.
    10.1016/j.procs.2021.12.251
  8. Abreu, J.; Guimarães, T.; Abelha, A.; Santos, M.F.. "Business Analytics Components for Public Health Institution - Clinical Decision Area". 2021.
    10.1016/j.procs.2021.12.250
  9. Moreira, A.; Miranda, R.; Santos, M.F.. "Health professional's decision-making based on multichannel interaction services". 2021.
    10.1016/j.procs.2021.03.112
  10. Dias, C.; Santos, M.F.; Portela, F.. "A SWOT analysis of big data in healthcare". 2020.
  11. Guimarães, T.; Silva, H.; Peixoto, H.; Santos, M.. "Modular Blockchain Implementation in Intensive Medicine". 2020.
    10.1016/j.procs.2020.03.073
  12. Mosavi, N.S.; Santos, M.F.. "How prescriptive analytics influences decision making in precision medicine". 2020.
    10.1016/j.procs.2020.10.073
  13. Hak, F.; Oliveira, D.; Abreu, N.; Leuschner, P.; Abelha, A.; Santos, M.. "An OpenEHR Adoption in a Portuguese Healthcare Facility". 2020.
    10.1016/j.procs.2020.03.075
  14. Moreira, A.; Santos, M.F.. "Multichannel Interaction for Healthcare Intelligent Decision Support". 2020.
    10.1016/j.procs.2020.03.074
  15. Oliveira, D.; Miranda, R.; Abreu, N.; Leuschner, P.; Abelha, A.; Santos, M.; Machado, J.. "Management of a pandemic based on an openEHR approach". 2020.
    10.1016/j.procs.2020.10.072
  16. Lopes, J.; Guimarães, T.; Santos, M.F.. "Predictive and Prescriptive Analytics in Healthcare: A Survey". 2020.
    10.1016/j.procs.2020.03.078
  17. Moreira, A.; Guimarães, T.; Santos, M.F.. "A conceptual model for multichannel interaction in healthcare services". 2020.
    10.1016/j.procs.2020.10.074
  18. Peixoto, H.; Guimarães, T.; Santos, M.F.. "A New Architecture for Intelligent Clinical Decision Support for Intensive Medicine". 2020.
    10.1016/j.procs.2020.03.077
  19. Guimarães, T.; Moreira, A.; Peixoto, H.; Santos, M.. "ICU data management - A permissioned blockchain approach". 2020.
    10.1016/j.procs.2020.10.076
  20. Hak, F.; Abelha, A.; Santos, M.. "Open science in pandemic times: A literature review". 2020.
    10.1016/j.procs.2020.10.077
  21. Lopes, J.; Guimarães, T.; Santos, M.F.. "Adaptive business intelligence: A new architectural approach". 2020.
    10.1016/j.procs.2020.10.075
  22. Ribeiro, J.; Duarte, J.; Portela, F.; Santos, M.F.. "Automatically detect diagnostic patterns based on clinical notes through text mining". 2019.
    10.1016/j.procs.2019.11.027
  23. Mota, F.; Abreu, N.; Guimarães, T.; Santos, M.F.. "A data mining study on pressure ulcers". 2019.
  24. Ribeiro, T.; Oliveira, S.; Portela, C.; Santos, M.. "Clinical workflows based on OpenEHR using BPM". 2019.
  25. Martins, C.; Duarte, J.; Portela, C.; Santos, M.. "Improving the use of the electronic health record using an online documentation manual and its acceptance through technology acceptance model". 2019.
  26. Oliveira, C.; Guimaraes, T.; Portela, F.; Santos, M.. "Benchmarking Business Analytics Techniques in Big Data". 2019.
    10.1016/j.procs.2019.11.026
  27. Rego, F.; Portela, F.; Santos, M.F.. "Towards pwa in healthcare". 2019.
    10.1016/j.procs.2019.11.028
  28. Costa, D.; Portela, F.; Santos, M.F.. "An overview of data mining representation techniques". 2019.
    10.1109/FiCloudW.2019.00029
  29. Fernandes, G.; Portela, F.; Santos, M.F.. "Towards the development of a data science modular solution". 2019.
    10.1109/FiCloudW.2019.00030
  30. Maia, A.; Portela, F.; Santos, M.F.. "Web intelligence in higher education: A study on the usage of business intelligence techniques in education". 2018.
    10.1109/W-FiCloud.2018.00034
  31. Gomes, J.; Portela, F.; Santos, M.F.. "Introduction to BPM approach in healthcare and case study of end user interaction with EHR interface". 2018.
    10.1016/j.procs.2018.10.132
  32. Nunes, A.; Portela, F.; Santos, M.F.. "Improving pervasive decision support system in critical care by using technology acceptance model". 2018.
    10.1016/j.procs.2018.10.133
  33. Portela, F.; Correia, J.; Ferreira, B.; Ribeiro, T.; Pinheiro, C.; Costa, V.; Lameiras, F.; Santos, M.F.. "TechPaper - An interactive learning information system game". 2018.
  34. Peixoto, C.; Peixoto, H.; Machado, J.; Abelha, A.; Santos, M.F.. "Iron value classification in patients undergoing continuous ambulatory peritoneal dialysis using data mining". 2018.
  35. Coelho, D.; Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.. "A pervasive business intelligence solution to manage Portuguese misericordia". 2017.
  36. Carvalhosa, P.; Portela, F.; Machado, J.; Santos, M.F.; Abelha, A.. "Good practices in Local Government - A first overview of Portuguese reality". 2017.
    10.1088/1757-899X/185/1/012002
  37. Peixoto, R.; Ribeiro, L.; Portela, F.; Filipe Santos, M.; Rua, F.. "Predicting Resurgery in Intensive Care - A data Mining Approach". 2017.
    10.1016/j.procs.2017.08.291
  38. Gonçalves, A.; Portela, F.; Santos, M.F.; Rua, F.. "Towards of a Real-time Big Data Architecture to Intensive Care". 2017.
    10.1016/j.procs.2017.08.294
  39. Oliveira, D.; Portela, F.; Santos, M.; Rua, F.. "Towards an intelligent systems to predict nosocomial infections in intensive care". 2017.
    10.1109/FiCloudW.2017.85
  40. Ribeiro, V.; Rocha, A.; Peixoto, R.; Portela, F.; Santos, M.F.. "Importance of statistics for data mining and data science". 2017.
    10.1109/FiCloudW.2017.86
  41. Carneiro, B.; Portela, F.; Abelha, A.; Santos, M.F.. "Clinical Intelligence: A study on Corneal Transplantation". 2017.
    10.1016/j.procs.2017.11.035
  42. Silva, A.; Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.. "Towards of automatically detecting brain death patterns through text mining". 2016.
    10.1109/CBI.2016.49
  43. Coelho, D.; Miranda, J.; Portela, F.; Machado, J.; Santos, M.F.; Abelha, A.. "Towards of a Business Intelligence Platform to Portuguese Misericórdias". 2016.
    10.1016/j.procs.2016.09.222
  44. Machado, J.; Abelha, A.; Santos, M.F.; Portela, F.. "Intelligent Systems and Applications in Healthcare (ISAHealth 2016 ) Preface". 2016.
    10.1109/CBI.2016.66
  45. Ribeiro, A.; Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.; Rua, F.. "Patients' admissions in intensive care units: A clustering overview". 2016.
    10.1109/CBI.2016.48
  46. Portela, F.; Lima, L.; Santos, M.F.. "Why Big Data? Towards a Project Assessment Framework". 2016.
    10.1016/j.procs.2016.09.094
  47. Peixoto, R.; Portela, F.; Pinto, F.; Santos, M.F.; Machado, J.; Abelha, A.; Rua, F.. "Resurgery Clusters in Intensive Medicine". 2016.
    10.1016/j.procs.2016.09.072
  48. Pereira, A.; Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.. "Pervasive Business Intelligence: A New Trend in Critical Healthcare". 2016.
    10.1016/j.procs.2016.09.055
  49. Guimarães, T.; Coimbra, C.; Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.. "Step towards Multiplatform Framework for supporting Pediatric and Neonatology Care Unit decision process". 2015.
    10.1016/j.procs.2015.08.385
  50. Gomes, J.; Portela, F.; Santos, M.F.; Abelha, A.; MaChado, J.. "Predicting 2-way football results by means of data mining". 2015.
  51. Oliveira, A.; Portela, F.; Machado, J.; Abelha, A.; Neves, J.M.; Vaz, S.; Silva, A.; Santos, M.F.. "Towards an ontology for health complaints management". 2015.
  52. Veloso, R.; Portela, F.; Santos, M.F.; Silva, Á.; Rua, F.; Abelha, A.; Machado, J.. "Using domain knowledge to improve intelligent decision support in intensive medicine: A study of bacteriological infections". 2015.
  53. Brandão, A.; Pereira, E.; Portela, F.; Santos, M.; Abelha, A.; Machado, J.. "Predicting the risk associated to pregnancy using Data Mining". 2015.
  54. Pereira, S.; Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.. "Clustering-based approach for categorizing pregnant women in obstetrics and maternity care". 2015.
    10.1145/2790798.2790814
  55. Pereira, A.; Marins, F.; Rodrigues, B.; Portela, F.; Santos, M.F.; Machado, J.; Rua, F.; Silva, Á.; Abelha, A.. "Improving quality of medical service with mobile health software". 2015.
    10.1016/j.procs.2015.08.346
  56. Pereira, S.; Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.. "Predicting Type of Delivery by Identification of Obstetric Risk Factors through Data Mining". 2015.
    10.1016/j.procs.2015.08.573
  57. Oliveira, S.; Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.; Silva, Á.; Rua, F.. "Intelligent Decision Support to Predict Patient Barotrauma Risk in Intensive Care Units". 2015.
    10.1016/j.procs.2015.08.576
  58. Braga, A.; Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.; Silva, Á.; Rua, F.. "Step Towards a Patient Timeline in Intensive Care Units". 2015.
    10.1016/j.procs.2015.08.575
  59. Portela, F.; Santos, M.F.; Silva, Á.; Machado, J.; Abelha, A.; Rua, F.. "A pervasive intelligent system for scoring MEWS and TISS-28 in intensive care". 2014.
    10.1007/978-3-319-02913-9_73
  60. Braga, P.; Portela, F.; Santos, M.F.; Rua, F.. "Data mining models to predict patient's readmission in intensive care units". 2014.
  61. Pereira, E.; Brandöo, A.; Portela, C.F.; Santos, M.F.; Machado, J.; Abelha, A.. "Business intelligence in maternity care". 2014.
    10.1145/2628194.2628248
  62. Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.; Silva, A.; Rua, F.. "An intelligent approach for open clinical laboratory results in Intensive Care medicine". 2014.
    10.1109/IEEM.2013.6962579
  63. Marins, F.; Rodrigues, R.; Portela, F.; Santos, M.; Abelha, A.; Machado, J.. "Extending a patient monitoring system with identification and localisation". 2014.
    10.1109/IEEM.2013.6962577
  64. Teixeira, R.; Afonso, F.; Oliveira, B.; Portela, F.; Santos, M.F.. "Business intelligence to improve the quality of local government services: Case-study in a local government town hall". 2014.
  65. Brandão, A.; Pereira, E.; Portela, F.; Santos, M.; Abelha, A.; Machado, J.. "Real-time Business Intelligence platform to maternity care". 2014.
    10.1109/IECBES.2014.7047525
  66. Veloso, R.; Portela, F.; Santos, M.F.; Silva, Á.; Rua, F.; Abelha, A.; Machado, J.. "Real-time data mining models for predicting length of stay in Intensive Care Units". 2014.
  67. Duarte, J.; Pontes, G.; Salazar, M.; Santos, M.; Abelha, A.; Machado, J.. "Stand-Alone electronic health record". 2014.
    10.1109/IEEM.2013.6962571
  68. Abelha, A.; Pereira, E.; Brandão, A.; Portela, F.; Santos, M.; Machado, J.. "Simulating a multi-level priority triage system for maternity emergency". 2014.
  69. Portela, F.; Filipe Santos, M.; Silva, A.; Rua, F.; Abelha, A.; Machado, J.. "Preventing patient cardiac arrhythmias by using data mining techniques". 2014.
    10.1109/IECBES.2014.7047478
  70. Aguiar, J.; Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.; Silva, Á.; Rua, F.; Pinto, F.. "Pervasive information systems to intensive care medicine: Technology acceptance model". 2013.
  71. Guarda, T.; Santos, M.F.; Augusto, M.F.; Silva, C.; Pinto, F.. "Process mining: A framework proposal for pervasive business intelligence". 2013.
  72. Silva, J.P.; Portela, F.; Santos, M.F.. "A decision support system for portuguese higher education course selection -First round". 2013.
  73. Portela, F.; Santos, M.F.; Silva, Á.; Machado, J.; Abelha, A.; Rua, F.. "Data mining for real-time Intelligent Decision Support System in intensive care medicine". 2013.
  74. Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.; Neves, J.; Silva, A.; Rua, F.. "Intelligent decision support in intensive care - Towards technology acceptance". 2012.
  75. Portela, F.; Pinto, F.; Santos, M.F.. "Data mining predictive models for pervasive intelligent decision support in intensive care medicine". 2012.
  76. Pereira, R.; Duarte, J.; Salazar, M.; Santos, M.; Neves, J.; Abelha, A.; MacHado, J.. "Usability evaluation of Electronic Health Record". 2012.
    10.1109/IECBES.2012.6498049
  77. Silva, P.; Quintas, C.; Duarte, J.; Santos, M.; Neves, J.; Abelha, A.; MacHado, J.. "Hospital database workload and fault forecasting". 2012.
    10.1109/IECBES.2012.6498150
  78. Silva, P.; Quintas, C.; Santos, M.; Abelha, A.; Machado, J.. "Step towards fault forecasting in hospital information systems". 2012.
    10.1109/BMEI.2012.6513041
  79. Silva, P.; Quintas, C.; Goncalves, P.; Pontes, G.; Santos, M.; Abelha, A.; Machado, J.. "Intelligent systems based in hospital database malfunction scenarios". 2012.
    10.1109/IEEM.2012.6837859
  80. Rodrigues, R.; Gonçalves, P.; Miranda, M.; Portela, F.; Santos, M.; Neves, J.; Abelha, A.; Machado, J.. "Monitoring intelligent system for the Intensive Care Unit using RFID and multi-agent systems". 2012.
    10.1109/IEEM.2012.6837860
  81. Pereira, R.; Duarte, J.; Salazar, M.; Santos, M.; Abelha, A.; Machado, J.. "Usability of an electronic health record". 2012.
    10.1109/IEEM.2012.6838010
  82. Santos, M.; Portela, F.. "Enabling ubiquitous Data Mining in intensive care: Features selection and data pre-processing". 2011.
  83. Portela, F.; Gago, P.; Santos, M.F.; Silva, A.; Rua, F.; MacHado, J.; Abelha, A.; Neves, J.. "Knowledge discovery for pervasive and real-time Intelligent Decision Support in intensive care medicine". 2011.
  84. Portela, F.; Santos, M.F.; Gago, P.; Silva, A.; Rua, F.; Abelha, A.; Machado, J.; Neves, J.. "Enabling real-time intelligent decision support in intensive care". 2011.
  85. Da Silva, R.E.; Dos Santos, M.F.; Iurgel, I.A.. "Developing virtual actors inspired by real actors' practice". 2011.
    10.1109/DMDCM.2011.50
  86. Santos, M.F.; Mathew, W.; Santos, H.D.. "Grid data mining by means of learning classifier systems and distributed model induction". 2011.
    10.1145/2001858.2002024
  87. Peixoto, H.; MacHado, J.; Abelha, A.; Neves, J.; Correia, A.; Santos, M.F.. "AASYS - Appointment alert system: An open-source-based software to improve show rates in a health care unit". 2011.
  88. Duarte, J.; Neves, J.; Cabral, A.; Gomes, M.; Marques, V.; Santos, M.F.; Abelha, A.; MacHado, J.. "Towards intelligent drug electronic prescription". 2011.
  89. Santos, M.F.; Portela, F.; Vilas-Boas, M.. "INTCARE: Multi-agent approach for real-time intelligent decision support in intensive medicine". 2011.
  90. Portela, F.; Santos, M.; Vilas-Boas, M.; Rúa, F.; Silva, A.; Neves, J.. "Real-time intelligent decision support in intensive medicine". 2010.
  91. Santos, M.F.; Gomes, L.. "A study on impact factors of the adoption of Information Systems in the Operating Room". 2010.
  92. Vilas-Boas, M.; Santos, M.F.; Portela, F.; Silva, Á.; Rua, F.. "Hourly prediction of organ failure and outcome in intensive care based on data mining techniques". 2010.
  93. Da Silva, R.E.; Iurgel, I.A.; Dos Santos, M.F.; Branco, P.; Zagalo, N.. "Understanding virtual actors". 2010.
    10.1109/SBGAMES.2010.11
  94. Boas, M.V.; Santos, M.F.; Portela, F.; Silva, A.; Rua, F.. "Real-time prediction of organ failure and outcome in intensive medicine". 2010.
  95. Duarte, J.; Salazar, M.; Quintas, C.; Santos, M.; Neves, J.; Abelha, A.; Machado, J.. "Data quality evaluation of electronic health records in the hospital admission process". 2010.
    10.1109/ICIS.2010.97
  96. Portela, F.; Vilas-Boas, M.; Santos, M.F.; Abelha, A.; Machado, J.; Cabral, A.; Aragão, I.. "Electronic health records in the emergency room". 2010.
    10.1109/ICIS.2010.98
  97. Santos, M.; Amado, J.. "Personalization of information delivery based on web mining and DNA classification". 2009.
    10.2495/DATA090041
  98. Azevedo, A.; Santos, M.F.. "Business intelligence: State of the art, trends, and open issues". 2009.
  99. Pinto, F.M.; Santos, M.F.. "Ontological assistance for knowledge discovery in databases process". 2009.
  100. Duarte, J.; Miranda, M.; Abelha, A.; Santos, M.; Machado, J.; Neves, J.; Alberto, C.; et al. "Agent-based group decision support in medicine". 2009.
  101. Pinto, F.M.; Marques, A.; Santos, M.F.. "Database marketing process supported by ontologies: System architecture proposal". 2009.
  102. Miranda, M.; Abelha, A.; Santos, M.; Machado, J.; Neves, J.. "An agent-based architecture for cancer staging". 2009.
  103. Gago, P.; Fernandes, C.; Pinto, F.; Santos, M.F.. "INTCare: On-line knowledge discovery in the intensive care unit". 2009.
    10.1109/INES.2009.4924755
  104. Pinto, F.M.; Gago, P.; Santos, M.F.. "Marketing database knowledge extraction - Towards a domain ontology". 2009.
    10.1109/INES.2009.4924761
  105. Azevedo, A.; Santos, M.F.. "An architecture for an effective usage of data mining in business intelligence systems". 2009.
  106. Gago, P.; Santos, M.F.. "Closed loop knowledge discovery for decision support in intensive care medicine". 2009.
  107. Santos, M.F.; Quintela, H.; Cortez, P.; Almeida, J.O.. "An intelligent decision support system for bridge safety assessment based on Data Mining models". 2008.
    10.2495/DATA080221
  108. Pinto, F.; Marques, A.A.; Santos, M.F.. "Customer insights from transactional database: Database marketing case". 2008.
  109. Azevedo, A.; Santos, M.F.. "KDD, semma and CRISP-DM: A parallel overview". 2008.
  110. Miranda, T.; Gomes Correia, A.; Nogueira, I.; Santos, M.F.; Cortez, P.; Ribeiro E Sousa, L.. "Alternative models for the calculation of the RMR and Q indexes for granite rock masses". 2007.
  111. Cruz, P.J.S.; Lourenco, L.; Santos, M.; Quintela, H.; Cortez, P.. "Strength of corroded tapered plate girders under pure shear". 2006.
  112. Pinto, F.; Gago, P.; Santos, M.F.. "Data mining as a new paradigm for business intelligence in database marketing projects". 2006.
  113. Santos, M.F.; Cortez, P.; Pereira, J.; Quintela, H.. "Corporate bankruptcy prediction using data mining techniques". 2006.
    10.2495/DATA060351
  114. Machado, J.; Abelha, A.; Neves, J.; Santos, M.. "Ambient intelligence in medicine". 2006.
    10.1109/BIOCAS.2006.4600316
  115. Teixeira, C.J.S.; Santos, M.F.. "Knowledge discovery in databases as support in business intelligence activities - Application in the water distribution area,Desscoberta de conhecimento em bases de dados como suporte a actividades de business intelligence - Aplicação na área da distribuição de água". 2006.
  116. Santos, M.; Pereira, J.; Silva, Á.. "A cluster framework FOR Data Mining models an application to intensive medicine". 2005.
  117. Silva, Á.; Cortez, P.; Santos, M.; Gomes, L.; Neves, J.. "Multiple organ failure diagnosis using adverse events and neural networks". 2004.
  118. Santos, M.F.; Neves, J.; Abelha, A.; Silva, A.M.; Rua, F.. "Augmented Data Mining over clinical databases using Learning Classifier Systems". 2002.
  119. Santos, Manuel; Neves, Jose; Belo, Orlando. "Agents and classifiers: A Transaction Logic approach". 1998.
Artigo em revista
  1. Oliveira, D.; Miranda, R.; Leuschner, P.; Abreu, N.; Santos, M.F.; Abelha, A.; Machado, J.. "OpenEHR modeling: improving clinical records during the COVID-19 pandemic". Health and Technology 11 5 (2021): 1109-1118. http://www.scopus.com/inward/record.url?eid=2-s2.0-85105968830&partnerID=MN8TOARS.
    10.1007/s12553-021-00556-4
  2. Bragança, R.; Portela, F.; Santos, M.. "A regression data mining approach in Lean Production". Concurrency Computation 31 22 (2019): http://www.scopus.com/inward/record.url?eid=2-s2.0-85044410180&partnerID=MN8TOARS.
    10.1002/cpe.4449
  3. Cortez, P.; Santos, M.F.. "Fourth special issue on knowledge discovery and business intelligence". Expert Systems 35 4 (2018): http://www.scopus.com/inward/record.url?eid=2-s2.0-85050466704&partnerID=MN8TOARS.
    10.1111/exsy.12314
  4. Veloso, R.; Portela, F.; Santos, M.F.; Machado, J.; Da Silva Abelha, A.; Rua, F.; Silva, A.. "Categorize readmitted patients in intensive medicine by means of clustering data mining". International Journal of E-Health and Medical Communications 8 3 (2017): 22-37. http://www.scopus.com/inward/record.url?eid=2-s2.0-85020201969&partnerID=MN8TOARS.
    10.4018/IJEHMC.2017070102
  5. Cortez, P.; Santos, M.F.. "Third special issue on knowledge discovery and business intelligence". Expert Systems 34 1 (2017): http://www.scopus.com/inward/record.url?eid=2-s2.0-85013113288&partnerID=MN8TOARS.
    10.1111/exsy.12188
  6. Ribeiro, A.; Portela, F.; Santos, M.; Abelha, A.; Machado, J.; Rua, F.. "Patients' admissions in intensive care units: A clustering overview". Information (Switzerland) 8 1 (2017): http://www.scopus.com/inward/record.url?eid=2-s2.0-85014216800&partnerID=MN8TOARS.
    10.3390/info8010023
  7. Portela, F.; Miranda, F.; Santos, M.F.; Abelha, A.; Machado, J.. "An online-processing critical patient monitoring system- an interoperability overview". Computer Science and Information Systems 14 2 (2017): 491-515. http://www.scopus.com/inward/record.url?eid=2-s2.0-85022060526&partnerID=MN8TOARS.
    10.2298/CSIS160604013P
  8. Da Silva Portela, C.F.; Dos Santos, M.F.V.T.; Da Silva Abelha, A.C.; Machado, J.M.; Silva, Á.M.; Martins, F.R.. "Real-time intelligent decision support and monitoring system of critical patients,Sistema inteligente de apoio à decisão e monitorização de doentes críticos em tempo-real". Portuguese Journal of Public Health 35 3 (2017): http://www.scopus.com/inward/record.url?eid=2-s2.0-85077303942&partnerID=MN8TOARS.
    10.1159/000486146
  9. Braga, A.; Portela, F.; Santos, M.F.; Abelha, A.; Machado, J.; Silva, Á.; Rua, F.. "Data mining to predict the use of vasopressors in intensive medicine patients". Jurnal Teknologi 78 6-7 (2016): 1-6. http://www.scopus.com/inward/record.url?eid=2-s2.0-84975029552&partnerID=MN8TOARS.
    10.11113/jt.v78.9075
  10. Oliveira, S.; Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.; Silva, Á.; Rua, F.. "Clustering data mining models to identify patterns in weaning patient failures". International Journal of Biology and Biomedical Engineering 10 (2016): 183-190. http://www.scopus.com/inward/record.url?eid=2-s2.0-85040247764&partnerID=MN8TOARS.
  11. Brandão, A.; Pereira, E.; Esteves, M.; Portela, F.; Santos, M.F.; Abelha, A.; Machado, J.. "A benchmarking analysis of open-source business intelligence tools in healthcare environments". Information (Switzerland) 7 4 (2016): http://www.scopus.com/inward/record.url?eid=2-s2.0-85007290342&partnerID=MN8TOARS.
    10.3390/info7040057
  12. Abelha, A.; Pereira, E.; Brandão, A.; Portela, F.; Santos, M.F.; Machado, J.; Braga, J.. "Improving quality of services in maternity care triage system". International Journal of E-Health and Medical Communications 6 2 (2015): 10-26. http://www.scopus.com/inward/record.url?eid=2-s2.0-84944457692&partnerID=MN8TOARS.
    10.4018/IJEHMC.2015040102
  13. Cortez, P.; Santos, M.F.. "Recent advances on knowledge discovery and business intelligence". Expert Systems 32 3 (2015): 433-434. http://www.scopus.com/inward/record.url?eid=2-s2.0-84930788580&partnerID=MN8TOARS.
    10.1111/exsy.12087
  14. Portela, F.; Veloso, R.; Oliveira, O.; Santos, M.F.; Abelha, A.; Machado, J.; Silva, A.; Rua, F.. "Predict hourly patient discharge probability in intensive care units using Data Mining". Indian Journal of Science and Technology 8 32 (2015): 2-11. http://www.scopus.com/inward/record.url?eid=2-s2.0-85008199767&partnerID=MN8TOARS.
    10.17485/ijst/2015/v8i32/92043
  15. Santos-Estévez, M.. "Deer and Horses in Atlantic Rock Art: A Structural Analysis of Iconography in the Landscape". Time and Mind 8 3 (2015): 257-277. http://www.scopus.com/inward/record.url?eid=2-s2.0-84975763918&partnerID=MN8TOARS.
    10.1080/1751696X.2015.1066128
  16. Gonçalves, J.M.C.; Portela, F.; Santos, M.F.; Silva, Á.; Machado, J.; Abelha, A.; Rua, F.. "Real-time predictive analytics for sepsis level and therapeutic plans in intensive care medicine". International Journal of Healthcare Information Systems and Informatics 9 3 (2014): 36-54. http://www.scopus.com/inward/record.url?eid=2-s2.0-84919657431&partnerID=MN8TOARS.
    10.4018/ijhisi.2014070103
  17. Cardoso, L.; Marins, F.; Portela, F.; Santos, M.; Abelha, A.; Machado, J.. "The next generation of interoperability agents in healthcare". International Journal of Environmental Research and Public Health 11 5 (2014): 5349-5371. http://www.scopus.com/inward/record.url?eid=2-s2.0-84900870917&partnerID=MN8TOARS.
    10.3390/ijerph110505349
  18. Hugo Peixoto; Ant?nio Abelha; Manuel Santos; Jos? Machado. "A Preventive Action Management Platform in Healthcare Information Systems". International Journal of Reliable and Quality E-Healthcare (2013):
    10.4018/ijrqeh.2013070102
  19. Cortez, P.; Santos, M.F.. "Knowledge discovery and business intelligence". Expert Systems 30 4 (2013): 283-284. http://www.scopus.com/inward/record.url?eid=2-s2.0-84883829751&partnerID=MN8TOARS.
    10.1111/exsy.12042
  20. Azevedo, A.; Santos, M.F.. "Extending QMBE language with clustering". International Journal of Decision Support System Technology 5 4 (2013): 59-77. http://www.scopus.com/inward/record.url?eid=2-s2.0-84903183331&partnerID=MN8TOARS.
    10.4018/ijdsst.2013100104
  21. Portela, F.; Gago, P.; Santos, M.F.; Machado, J.; Abelha, A.; Silva, Á.; Rua, F.. "Implementing a pervasive real-time intelligent system for tracking critical events with intensive care patients". International Journal of Healthcare Information Systems and Informatics 8 4 (2013): 1-16. http://www.scopus.com/inward/record.url?eid=2-s2.0-84903153312&partnerID=MN8TOARS.
    10.4018/ijhisi.2013100101
  22. Ana Azevedo; Manuel F. Santos. "Closing the Gap between Data Mining and Business Users of Business Intelligence Systems". International Journal of Business Intelligence Research (2012):
    10.4018/jbir.2012100102
  23. Neves, J.; Ribeiro, J.; Pereira, P.; Alves, V.; Machado, J.; Abelha, A.; Novais, P.; et al. "Evolutionary intelligence in asphalt pavement modeling and quality-of-information". Progress in Artificial Intelligence 1 1 (2012): 119-135. http://www.scopus.com/inward/record.url?eid=2-s2.0-84879738869&partnerID=MN8TOARS.
    10.1007/s13748-011-0003-5
  24. Miranda, T.; Correia, A.G.; Santos, M.; Ribeiro e Sousa, L.; Cortez, P.. "New models for strength and deformability parameter calculation in rock masses using data-mining techniques". International Journal of Geomechanics 11 1 (2010): 44-58. http://www.scopus.com/inward/record.url?eid=2-s2.0-78651485244&partnerID=MN8TOARS.
    10.1061/(ASCE)GM.1943-5622.0000071
  25. Santos, M.F.; Gomes, L.. "Operating Room Information Systems adoption by Portuguese clinical users". WSEAS Transactions on Communications 9 10 (2010): 626-635. http://www.scopus.com/inward/record.url?eid=2-s2.0-77958116414&partnerID=MN8TOARS.
  26. Santos, M.F.; Mathew, W.; Santos, H.. "Gridclass TK- Toolkit for grid learning classifier systems". European Conference of Systems, ECS'10, European Conference of Circuits Technology and Devices, ECCTD'10, European Conference of Communications, ECCOM'10, ECCS'10 (2010): 43-47. http://www.scopus.com/inward/record.url?eid=2-s2.0-79959894265&partnerID=MN8TOARS.
  27. Pinto, F.M.; Marques, A.; Santos, M.F.. "Ontology-supported database marketing". Journal of Database Marketing and Customer Strategy Management 16 2 (2009): 76-91. http://www.scopus.com/inward/record.url?eid=2-s2.0-68049124969&partnerID=MN8TOARS.
    10.1057/dbm.2009.9
  28. Santos, M.F.; Matthew, W.; Kovacs, T.; Santos, H.. "A Grid Data Mining architecture for Learning Classifier Systems". WSEAS Transactions on Computers 8 5 (2009): 820-830. http://www.scopus.com/inward/record.url?eid=2-s2.0-69449106147&partnerID=MN8TOARS.
  29. Santos, M.F.; Portela, F.; Vilas-Boas, M.; Machado, J.; Abelha, A.; Neves, J.; Silva, A.; Rua, F.. "Information architecture for intelligent decision support in intensive medicine". WSEAS Transactions on Computers 8 5 (2009): 810-819. http://www.scopus.com/inward/record.url?eid=2-s2.0-69549098007&partnerID=MN8TOARS.
  30. Pinto, F.M.; Santos, M.F.. "Considering application domain ontologies for data mining". WSEAS Transactions on Information Science and Applications 6 9 (2009): 1478-1492. http://www.scopus.com/inward/record.url?eid=2-s2.0-70349616319&partnerID=MN8TOARS.
  31. Pinto, F.; Santos, M.F.; Marques, A.. "Database marketing intelligence supported by ontologies". WSEAS Transactions on Business and Economics 6 3 (2009): 135-146. http://www.scopus.com/inward/record.url?eid=2-s2.0-67749101287&partnerID=MN8TOARS.
  32. Gago, P.; Santos, M.F.. "Adaptive knowledge discovery for decision support in intensive care units". WSEAS Transactions on Computers 8 7 (2009): 1103-1112. http://www.scopus.com/inward/record.url?eid=2-s2.0-70450216168&partnerID=MN8TOARS.
  33. Kaal, J.; Martínez Cortizas, A.; Eckmeier, E.; Costa Casais, M.; Santos Estévez, M.; Criado Boado, F.. "Holocene fire history of black colluvial soils revealed by pyrolysis-GC/MS: a case study from Campo Lameiro (NW Spain)". Journal of Archaeological Science 35 8 (2008): 2133-2143. http://www.scopus.com/inward/record.url?eid=2-s2.0-44449151940&partnerID=MN8TOARS.
    10.1016/j.jas.2008.01.013
  34. Silva, A.; Cortez, P.; Santos, M.F.; Gomes, L.; Neves, J.. "Rating organ failure via adverse events using data mining in the intensive care unit". Artificial Intelligence in Medicine 43 3 (2008): 179-193. http://www.scopus.com/inward/record.url?eid=2-s2.0-46549086460&partnerID=MN8TOARS.
    10.1016/j.artmed.2008.03.010
  35. Silva, A.; Cortez, P.; Santos, M.F.; Gomes, L.; Neves, J.. "Mortality assessment in intensive care units via adverse events using artificial neural networks". Artificial Intelligence in Medicine 36 3 (2006): 223-234. http://www.scopus.com/inward/record.url?eid=2-s2.0-33644858420&partnerID=MN8TOARS.
    10.1016/j.artmed.2005.07.006
  36. Gago, P.; Santos, M.F.; Silva, A.; Cortez, P.; Neves, J.; Gomes, L.. "INTCare: A knowledge discovery based intelligent decision support system for intensive care medicine". Journal of Decision Systems 14 3 (2005): 241-259. http://www.scopus.com/inward/record.url?eid=2-s2.0-84963673624&partnerID=MN8TOARS.
    10.3166/jds.14.241-259
Capítulo de livro
  1. Diogo Ferreira; Filipe Portela; Manuel Filipe Santos. "A Step Towards the Use of Chatbots to Support the Enterprise Decision-Making Processes". 308-317. Springer International Publishing, 2021.
    10.1007/978-3-030-72654-6_30
  2. Fernandes, Catarina; Portela, Filipe; Santos, Manuel Filipe; Machado, José; Abelha, António. "How to Assess the Acceptance of an Electronic Health Record System?". In Trends and Innovations in Information Systems and Technologies, 466-475. Springer International Publishing, 2020.
    10.1007/978-3-030-45697-9_45
  3. Cardoso, Mário; Guimarães, Tiago; Portela, Carlos Filipe; Santos, Manuel Filipe. "Data Extraction and Exploration Tools for Business Intelligence". In Fourth International Congress on Information and Communication Technology, 489-497. Springer Singapore, 2019.
    10.1007/978-981-15-0637-6_42
Edição de livro
  1. Santos, Manuel. Ana Azevedo and Manuel Filipe Santos (Eds). (2020). Integration Challenges for Analytics, Business Intelligence, and Data Mining, , IGI, ISBN13: 9781799857815. 2020.
    Editor
  2. Santos, Manuel. José Machado, António Abelha, Manuel Filipe Santos, Filipe Portela (Eds). (2017). Next-Generation Mobile and Pervasive Healthcare Solutions, IGI, ISBN13: 9781522528517. 2017.
  3. Santos, Manuel. Ana Azevedo and Manuel Filipe Santos (Eds). (2014). Integration of Data Mining in Business Intelligence Systems, IGI, ISBN13: 9781466664777. 2014.
Livro
  1. Mosavi, N.S.; Santos, M.F.. Characteristics of the Intelligent Decision Support System for Precision Medicine (IDSS4PM). 2022.
    10.1007/978-981-16-2102-4_61
  2. Ferreira, V.; Portela, F.; Santos, M.F.. A Practical Solution to Synchronise Structured and Non-structured Repositories. 2021.
    10.1007/978-3-030-72654-6_35
  3. Guarda, T.; Portela, F.; Santos, M.F.. Preface. 2021.
  4. Cardoso, M.; Guimarães, T.; Portela, C.F.; Santos, M.F.. Data extraction and exploration tools for business intelligence. 2020.
    10.1007/978-981-15-0637-6_42
  5. Hak, F.; Guimarães, T.; Abelha, A.; Santos, M.. Clinical Decision Support Using Open Data. 2020.
    10.1007/978-3-030-45697-9_47
  6. Quintal, M.; Guimarães, T.; Abelha, A.; Santos, M.F.. Business Analytics for Social Healthcare Institution. 2020.
    10.1007/978-3-030-45697-9_49
  7. Fernandes, G.; Portela, F.; Santos, M.F.. PWA and Pervasive Information System – A New Era. 2020.
    10.1007/978-3-030-45697-9_33
  8. Hak, F.; Guimarães, T.; Abelha, A.; Santos, M.. An Exploratory Study of a NoSQL Database for a Clinical Data Repository. 2020.
    10.1007/978-3-030-45697-9_46
  9. Freitas, F.; Peixoto, R.; Portela, C.F.; Santos, M.. Data Intelligence Using PDME for Predicting Cardiovascular Predictive Failures. 2020.
    10.1007/978-3-030-45697-9_31
  10. Vieira, M.; Portela, F.; Santos, M.F.. Detecting Automatic Patterns of Stroke Through Text Mining. 2019.
    10.1007/978-3-030-16447-8_6
  11. Coelho, P.; Goncalves, C.; Portela, F.; Santos, M.F.. Towards to use image mining to classified skin problems - A melanoma case study. 2019.
    10.1007/978-3-030-30241-2_33
  12. Alpoim, Â.; Guimarães, T.; Portela, F.; Santos, M.F.. Evaluation model for big data integration tools. 2019.
    10.1007/978-3-030-16187-3_58
  13. Ferreira, J.; Portela, F.; Machado, J.; Santos, M.F.. Adaptive business intelligence in healthcare - A platform for optimising surgeries. 2019.
    10.1007/978-3-030-16187-3_59
  14. Correia, C.; Portela, F.; Santos, M.F.; Silva, Á.. Data science analysis of healthcare complaints. 2018.
    10.1007/978-3-319-77700-9_18
  15. Torres, H.; Portela, F.; Santos, M.F.. An overview of big data architectures in healthcare. 2018.
    10.1007/978-3-319-77700-9_19
  16. Gonçalves, P.; Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.; Rua, F.. Step towards a pervasive data system for intensive care medicine. 2018.
    10.1007/978-3-319-77700-9_35
  17. Vilela, T.; Portela, F.; Santos, M.F.. Towards a pervasive intelligent system on football scouting - A data mining study case. 2018.
    10.1007/978-3-319-77700-9_34
  18. Coelho, D.; Guimarães, T.; Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.. Pervasive business intelligence in misericordias – A Portuguese case study. 2018.
    10.1007/978-3-319-93644-4_5
  19. Silva, A.; Portela, F.; Santos, M.F.; Abelha, A.; Machado, J.. An ontology for mapping cerebral death. 2017.
    10.1007/978-3-319-56541-5_31
  20. Bragança, R.; Portela, F.; Vale, A.; Guimarães, T.; Santos, M.. Data mining classification models for industrial planning. 2017.
    10.1007/978-981-10-5427-3_60
  21. Alpuim, A.; Esteves, M.; Pereira, S.; Santos, M.. Monitoring time consumption in complementary diagnostic and therapeutic procedure requests. 2017.
  22. Cardoso, L.; Marins, F.; Quintas, C.; Portela, F.; Santos, M.; Abelha, A.; Machado, J.. Interoperability in healthcare. 2017.
  23. Carneiro, B.; Peixoto, R.; Portela, F.; Santos, M.F.. Clinical intelligence: A data mining study on corneal transplantation. 2017.
    10.1007/978-3-319-71928-3_10
  24. Silva, A.; Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.. Text mining models to predict brain deaths using X-Rays clinical notes. 2017.
    10.1007/978-3-319-58130-9_15
  25. Costa, A.; Santos, M.F.; Abelha, A.. A data warehouse schema to support financial process in local eGov. 2017.
    10.1007/978-3-319-56535-4_36
  26. Carvalhosa, P.; Portela, F.; Santos, M.F.; Abelha, A.; Machado, J.. Pervasiveness in digital marketing – A global overview. 2017.
    10.1007/978-3-319-56541-5_40
  27. Bragança, R.; Portela, F.; Santos, M.. Regression models for lean production. 2017.
    10.1007/978-3-319-56535-4_40
  28. Abelha, A.; Pereira, E.; Brandão, A.; Portela, F.; Santos, M.F.; Machado, J.; Braga, J.. Improving quality of services in maternity care triage system. 2017.
    10.4018/978-1-5225-2237-9.ch039
  29. Pereira, S.; Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.. Predicting pre-triage waiting time in a maternity emergency room through data mining. 2016.
    10.1007/978-3-319-29175-8_10
  30. Faria, R.; Vicente, H.; Abelha, A.; Santos, M.; Machado, J.; Neves, J.. A case-based approach to nosocomial infection detection. 2016.
    10.1007/978-3-319-39384-1_14
  31. Oliveira, A.; Portela, F.; Santos, M.F.; Neves, J.. Towards an intelligent system for monitoring health complaints. 2016.
    10.1007/978-3-319-42089-9_45
  32. Braga, A.; Portela, F.; Santos, M.F.; Abelha, A.; Machado, J.; Silva, Á.; Rua, F.. Real-time models to predict the use of vasopressors in monitored patients. 2016.
    10.1007/978-3-319-29175-8_2
  33. Oliveira, P.; Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.; Silva, Á.; Rua, F.. Optimization techniques to detect early ventilation extubation in intensive care units. 2016.
    10.1007/978-3-319-31307-8_62
  34. Pereira, S.; Torres, L.; Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.. Predicting triage waiting time in maternity emergency care by means of data mining. 2016.
    10.1007/978-3-319-31307-8_60
  35. Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.; Silva, Á.; Rua, F.. Critical events in mechanically ventilated patients. 2016.
    10.1007/978-3-319-31307-8_61
  36. Neves, J.; Gonçalves, N.; Oliveira, R.; Gomes, S.; Macedo, J.; Abelha, A.; Analide, C.; et al. Screening a case base for stroke disease detection. 2016.
    10.1007/978-3-319-32034-2_1
  37. Braga, A.; Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.; Silva, Á.; Rua, F.. Pervasive patient timeline for intensive care units. 2016.
    10.1007/978-3-319-31307-8_55
  38. Gomes, J.; Portela, F.; Santos, M.F.. Pervasive decision support to predict football corners and goals by means of data mining. 2016.
    10.1007/978-3-319-31307-8_57
  39. Peixoto, R.; Portela, F.; Santos, M.F.. Towards a pervasive data mining engine - Architecture overview. 2016.
    10.1007/978-3-319-31307-8_58
  40. Oliveira, S.; Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.. Pervasive adaptive data acquisition gateway for critical healthcare. 2016.
    10.1007/978-3-319-31307-8_59
  41. Esteves, M.; Vicente, H.; Gomes, S.; Abelha, A.; Santos, M.F.; Machado, J.; Neves, J.. Waiting time screening in diagnostic medical imaging – A case-based view. 2016.
    10.1007/978-3-319-40973-3_30
  42. Coimbra, A.; Vicente, H.; Abelha, A.; Filipe Santos, M.; Machado, J.; Neves, J.. Prediction of length of hospital stay in preterm infants a case-based reasoning view. 2016.
    10.1007/978-3-319-39630-9_10
  43. Silva, E.; Cardoso, L.; Faria, R.; Santos, M.. Nosocomial infection prediction using data mining technologies. 2016.
    10.4018/978-1-4666-9882-6.ch010
  44. Alpuim, A.; Esteves, M.; Pereira, S.; Santos, M.. Monitoring time consumption in complementary diagnostic and therapeutic procedure requests. 2016.
    10.4018/978-1-4666-9882-6.ch011
  45. Quintas, A.; Vicente, H.; Novais, P.; Abelha, A.; Santos, M.F.; Machado, J.; Neves, J.. A case based approach to assess waiting time prediction at an intensive care unity. 2016.
    10.1007/978-3-319-41929-9_4
  46. Pereira, S.; Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.. Predicting preterm birth in maternity care by means of data mining. 2015.
    10.1007/978-3-319-23485-4_12
  47. Oliveira, S.; Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.; Silva, Á.; Rua, F.. Clustering barotrauma patients in ICU–A data mining based approach using ventilator variables. 2015.
    10.1007/978-3-319-23485-4_13
  48. Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.; Rua, F.; Silva, Á.. Real-time decision support using data mining to predict blood pressure critical events in intensive medicine patients. 2015.
    10.1007/978-3-319-26508-7_8
  49. Pereira, A.; Pereira, E.; Silva, E.; Guimarães, T.; Portela, F.; Santos, M.F.; Abelha, A.; Machado, J.. An overview of the quality of service in bluetooth communications in healthcare. 2015.
    10.1007/978-3-319-19695-4_16
  50. Portela, F.; Oliveira, S.; Santos, M.; Machado, J.; Abelha, A.. A real-time intelligent system for tracking patient condition. 2015.
    10.1007/978-3-319-26508-7_9
  51. Novo, A.; Duarte, J.; Portela, F.; Abelha, A.; Santos, M.F.; Machado, J.. Information systems assessment in pathologic anatomy service. 2015.
    10.1007/978-3-319-16528-8_19
  52. Oliveira, S.; Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.; Silva, Á.; Rua, F.. Predicting plateau pressure in intensive medicine for ventilated patients. 2015.
    10.1007/978-3-319-16528-8_17
  53. Lima, L.; Portela, F.; Santos, M.F.; Abelha, A.; Machado, J.. Big data for stock market by means of mining techniques. 2015.
    10.1007/978-3-319-16486-1_67
  54. Silva, E.; Cardoso, L.; Portela, F.; Abelha, A.; Santos, M.F.; Machado, J.. Predicting nosocomial infection by using data mining technologies. 2015.
    10.1007/978-3-319-16528-8_18
  55. Quintela, M.V.G.; Santos-Estévez, M.. Astronomical symbolism in Bronze-Age and Iron-Age rock art. 2015.
    10.1007/978-1-4614-6141-8_117
  56. Ferreira, A.; Portela, F.; Santos, M.F.. Pervasive business intelligence platform to improve the quality of decision process in primary and secondary education – a portuguese case study. 2015.
    10.1007/978-3-319-16528-8_16
  57. Teixeira, R.; Afonso, F.; Oliveira, B.; Machado, J.; Abelha, A.; Santos, M.F.; Portela, F.. Decision support in E-government – a pervasive business intelligence approach case study in a local government. 2015.
    10.1007/978-3-319-16528-8_15
  58. Carvalho, S.; Portela, F.; Santos, M.F.; Abelha, A.; Machado, J.. Step towards of a homemade business intelligence solution - A case study in textile industry. 2015.
    10.1007/978-3-319-16486-1_36
  59. Silva, E.; Alpuim, A.; Cardoso, L.; Marins, F.; Quintas, C.; Portela, C.F.; Santos, M.F.; Machado, J.; Abelha, A.. Business intelligence and nosocomial infection decision making. 2014.
    10.4018/978-1-4666-6477-7.ch010
  60. Portela, F.; Cabral, A.; Abelha, A.; Salazar, M.; Quintas, C.; Machado, J.; Neves, J.; Santos, M.F.. Knowledge acquisition process for intelligent decision support in critical health care. 2014.
    10.4018/978-1-4666-6339-8.ch015
  61. Azevedo, A.; Santos, M.F.. Integration of data mining in business intelligence systems. 2014.
    10.4018/978-1-4666-6477-7
  62. Cardoso, L.; Marins, F.; Quintas, C.; Portela, F.; Santos, M.F.; Abelha, A.; Machado, J.. Interoperability in healthcare. 2014.
    10.4018/978-1-4666-6118-9.ch005
  63. Pereira, E.; Brandão, A.; Salazar, M.; Portela, C.F.; Santos, M.F.; Machado, J.; Abelha, A.; Braga, J.. Pre-triage decision support improvement in maternity care by means of data mining. 2014.
    10.4018/978-1-4666-6477-7.ch009
  64. Cardoso, L.; Marins, F.; Portela, F.; Santos, M.; Abelha, A.; Machado, J.. A multi-agent platform for hospital interoperability. 2014.
    10.1007/978-3-319-07596-9_14
  65. Peixoto, H.; Abelha, A.; Santos, M.; Machado, J.. A preventive action management platform in healthcare information systems. 2014.
    10.4018/978-1-4666-7230-7.ch026
  66. Azevedo, A.; Santos, M.F.. Preface. 2014.
  67. Oliveira, S.; Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.. Predictive models for hospital bed management using data mining techniques. 2014.
    10.1007/978-3-319-05948-8_39
  68. Marins, F.; Cardoso, L.; Portela, F.; Santos, M.F.; Abelha, A.; Machado, J.. cImproving high availability and reliability of health interoperability systems. 2014.
    10.1007/978-3-319-05948-8_20
  69. Silva, J.P.; Portela, F.; Santos, M.F.. University application process - decision support models. 2014.
    10.1007/978-3-319-05951-8_39
  70. Portela, F.; Santos, M.F.; MacHado, J.; Abelha, A.; Silva, Á.; Rua, F.. Pervasive and intelligent decision support in intensive medicine - The complete picture. 2014.
    10.1007/978-3-319-10265-8_9
  71. Pontes, G.; Portela, C.F.; Rodrigues, R.; Santos, M.F.; Neves, J.; Abelha, A.; Machado, J.. Modeling intelligent agents to integrate a patient monitoring system. 2013.
    10.1007/978-3-319-00563-8_17
  72. Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.; Silva, Á.. Pervasive and intelligent decision support in critical health care using ensembles. 2013.
    10.1007/978-3-642-40093-3_1
  73. Marins, F.; Cardoso, L.; Portela, F.; Santos, M.; Abelha, A.; Machado, J.. Intelligent information system to tracking patients in intensive care units. 2013.
    10.1007/978-3-319-03176-7_8
  74. Portela, F.; Cabral, A.; Abelha, A.; Salazar, M.; Quintas, C.; Machado, J.; Neves, J.; Santos, M.F.. Knowledge acquisition process for intelligent decision support in critical health care. 2013.
    10.4018/978-1-4666-3667-5.ch004
  75. Santos, M.F.; Portela, F.; Miranda, M.; Machado, J.; Abelha, A.; Silva, A.; Rua, F.. Grid data mining strategies for outcome prediction in distributed intensive care units. 2013.
    10.4018/978-1-4666-3667-5.ch006
  76. Portela, F.; Santos, M.F.; Vilas-Boas, M.. A pervasive approach to a real-time intelligent decision support system in intensive medicine. 2013.
    10.1007/978-3-642-29764-9-25
  77. Salazar, M.; Duarte, J.; Pereira, R.; Portela, F.; Santos, M.F.; Abelha, A.; Machado, J.. Step towards paper free hospital through electronic health record. 2013.
    10.1007/978-3-642-36981-0_63
  78. Gonçalves, J.M.C.; Portela, F.; Santos, M.F.; Silva, Á.; Machado, J.; Abelha, A.. Predict sepsis level in intensive medicine - Data mining approach. 2013.
    10.1007/978-3-642-36981-0_19
  79. Portela, F.; Aguiar, J.; Santos, M.F.; Silva, Á.; Rua, F.. Pervasive intelligent decision support system - Technology acceptance in Intensive Care Units. 2013.
    10.1007/978-3-642-36981-0_27
  80. Portela, F.; Santos, M.F.; Silva, Á.; Abelha, A.; Machado, J.. Pervasive Ensemble Data Mining Models to Predict Organ Failure and Patient Outcome in Intensive Medicine. 2013.
    10.1007/978-3-642-54105-6_27
  81. Peixoto, H.; Santos, M.; Abelha, A.; Machado, J.. Intelligence in interoperability with AIDA. 2012.
    10.1007/978-3-642-34624-8_31
  82. Rodrigues, R.; Gonçalves, P.; Miranda, M.; Portela, C.; Santos, M.; Neves, J.; Abelha, A.; MacHado, J.. An intelligent patient monitoring system. 2012.
    10.1007/978-3-642-34624-8_32
  83. Portela, F.; Santos, M.F.; Machado, J.; Silva, Á.; Rua, F.; Abelha, A.. Intelligent data acquisition and scoring system for intensive medicine. 2012.
    10.1007/978-3-642-32395-9_1
  84. Cabral, A.; Pina, C.; Machado, H.; Abelha, A.; Salazar, M.; Quintas, C.; Portela, C.F.; et al. Data acquisition process for an intelligent decision support in gynecology and obstetrics emergency triage. 2011.
    10.1007/978-3-642-24352-3_24
  85. Portela, C.F.; Santos, M.F.; Silva, Á.; Machado, J.; Abelha, A.. Enabling a pervasive approach for intelligent decision support in critical health care. 2011.
    10.1007/978-3-642-24352-3_25
  86. Santos, M.F.; Mathew, W.; Portela, C.F.. Grid data mining for outcome prediction in intensive care medicine. 2011.
    10.1007/978-3-642-24352-3_26
  87. Duarte, J.; Portela, C.F.; Abelha, A.; Machado, J.; Santos, M.F.. Electronic health record in dermatology service. 2011.
    10.1007/978-3-642-24352-3_17
  88. Santos, M.; Mathew, W.; Pinto, F.. Service oriented grid computing architecture for distributed learning classifier systems. 2011.
    10.1007/978-3-642-24443-8_9
  89. Portela, F.; Vilas-Boas, M.; Santos, M.F.. Improvements in data quality for decision support in intensive care. 2011.
    10.1007/978-3-642-23635-8_11
  90. Iurgel, I.A.; Da Silva, R.E.; Dos Santos, M.F.. Towards virtual actors for acting out stories. 2010.
    10.1007/978-3-642-14533-9_58
  91. Miranda, M.; Pontes, G.; Gonçalves, P.; Peixoto, H.; Santos, M.; Abelha, A.; MacHado, J.. Modelling intelligent behaviours in multi-agent based HL7 services. 2010.
    10.1007/978-3-642-15405-8_9
  92. Gago, P.; Santos, M.F.. Evaluating hybrid ensembles for intelligent decision support for intensive care. 2009.
    10.1007/978-3-642-03999-7_14
  93. Iurgel, I.A.; Da Silva, R.E.; Ribeiro, P.R.; Soares, A.B.; Dos Santos, M.F.. CREACTOR - An authoring framework for virtual actors. 2009.
    10.1007/978-3-642-04380-2_92
  94. Miranda, M.; Abelha, A.; Santos, M.; Machado, J.; Neves, J.. A group decision support system for staging of cancer. 2009.
    10.1007/978-3-642-00413-1_14
  95. Gago, P.; Silva, Á.; Santos, M.F.. Adaptive decision support for intensive care. 2007.
  96. Quíntela, H.; Santos, M.F.; Cortez, P.. Real-time intelligent decision support system for bridges structures behavior prediction. 2007.
  97. Abelha, A.; Analide, C.; Machado, J.; Neves, J.; Santos, M.; Novais, P.. Ambient intelligence and simulation in health care virtual scenarios. 2007.
    10.1007/978-0-387-73798-0_49
  98. Neves, J.; Santos, M.; Machado, J.. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics: Preface. 2007.
  99. Santos, M.; Sousa, C.. An instrument to support data mining projects. 2003.
  100. Santos, M.F.; Quintela, H.; Cruz, P.. Forecasting of the ultimate resistance of steel beams subjected to concentrated loads using data mining techniques. 2003.
  101. Santos, M.F.; Neves, J.; Alves, V.. The inventive power of Learning Classifier Systems: A contribution to Data Mining. 2002.

Outros

Outra produção
  1. Adoption of precision medicine; Limitations and considerations. 2021. Mosavi, N.S.; Santos, M.F.. http://www.scopus.com/inward/record.url?eid=2-s2.0-85108851230&partnerID=MN8TOARS.
Atividades

Orientação

Título / Tema
Papel desempenhado
Curso (Tipo)
Instituição / Organização
2020 - Atual Doutoramentos em curso Francini Hank, “Decision Support Repositories and Open Data”, Programa Doutoral em Tecnologias e Sistemas de Informação, Escola de Engenharia, Universidade do Minho. Ana Luisa, “Intelligent mHealth”, Programa Doutoral em Tecnologias e Sistemas de Informação, Escola de Engenharia, Universidade do Minho.
Orientador
2020 - Atual Doutoramento em curso Agostinho Barbosa, “Intelligent Patient Management”, Programa Doutoral em Tecnologias e Sistemas de Informação, Escola de Engenharia, Universidade do Minho. Marcela Monteiro, “Sistemas Inteligentes de Apoio à Decisão Clínica”, Programa Doutoral em Tecnologias e Sistemas de Informação, Escola de Engenharia, Universidade do Minho.
Orientador
2020 - Atual Mestrados em curso 1. João Carlos Mendes Gomes - Predictive Analytics na caraterização do doente diabético. 2. Inês Matos Tavares - Modelos de Data Mining para Associação de Problemas com Dados Semiológicos em Medicina Intensiva, coorientador Hugo Peixoto (Investigador CAlg). 3. Maria Betânia da Silva Passos - Modelos de Decisão e Otimização para Terapias, Pedidos e Procedimentos em Medicina Intensiva, coorientador Hugo Peixoto (Investigador CAlg).
Orientador
2020 - Atual Mestrados em curso 4. Inês João Caldas Afonso Quesado - Modelos de Data Mining para Identificação Automática de Problemas em Medicina Intensiva. 5. Mariana Fernandes Faria - Predictive Analytics na determinação do fluxo de altas hospitalares. 6. Rui Miguel Ferreira De Macedo - Rui Miguel Ferreira De Macedo. 7. Isabel Lopes Fernandes - Prescriptive Analytics na Gestão de Listas de Espera Hospitalares.
Orientador
2020 - Atual Mestrados em curso 8. Guilherme das Neves Francisco - Apoio à Decisão Inteligente no tratamento da infeção hospitalar. 9. António Manuel Cardoso de Sousa - Predictive Analytics na infeção hospitalar. 10. Diogo De Meneses Peixoto - Predictive analytics na determinação do fluxo de admissões hospitalares.
Orientador
2020 - Atual Mestrados em curso 11. César Pereira Carpinteiro - Apoio à Decisão Inteligente no acompanhamento do doente diabético. 12. José Carlos Pereira Vieira da Rocha Fernandes - José Carlos Pereira Vieira da Rocha Fernandes.
Orientador
2019 - Atual Doutoramentos Em curso Nasim Sadat Mosavi, “Intelligent Decision Support Systems for Precise Medicine”, Programa Doutoral em Tecnologias e Sistemas de Informação, Escola de Engenharia, Universidade do Minho. Ailton Moreira da Veiga, “Multichannel Mobile Companion for Personalized Healthcare”, Programa Doutoral em Tecnologias e Sistemas de Informação, Escola de Engenharia, Universidade do Minho.
Orientador
2017 - Atual Doutoramentos em curso Tiago Guimarães, “Sistema de Big Data na Saúde”, Programa Doutoral em Engenharia Biomédica, Escola de Engenharia, Universidade do Minho, em coorientação com o Professor Doutor José Maia Neves, do Departamento de Informática da Escola de Engenharia da Universidade do Minho.
Coorientador
Distinções

Prémio

2021 Best paper award N. S. Mosavi and M. F. Santos, “implementation considerations for the applied business intelligence in healthcare” in 3th Proc. of the Int. Conf. on Decision Science and Management (ICDSM2021), Hong Kong, China. February 2021.  

Outra distinção

2016 Portugal Digital Awards 2016 - BEST DIGITAL STRATEGIC TOOL - Centro Hospitalar do Porto | BI - Área do Médico