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Manuel Filipe Santos holds a Ph.D. in Computer Science (Artificial Intelligence. He is associate professor with habilitation at the Department of Information Systems, School of Engineering, University of Minho, teaching undergraduate and graduate classes of Business Intelligence and Decision Support Systems. He founded and is the head of Intelligent Data Systems lab and the coordinator of the Information Systems and Technology research group (www.algoritmi.uminho.pt) of the R&D ALGORITMI Centre, with the current research interests: Adaptive Business Intelligence; Intelligent/Cognitive Decision Support Systems; Data Mining and Machine Learning applied in Healthcare and Medicine areas. He founded and coordinated the Thematic Strand of Healthy and Secure People (TS-HSP) at the same Center. He is part of the steering committee of the Doctoral Program in Information Systems and Technology. Director of the Degree Course in Data Science, Departments of Information Systems, of Informatics of the School of Engineering, Department of Mathematics of the University's School of Science from Minho. He is co-author of more than 305 indexed (e.g., ISI, Scopus) publications in international peer reviewed journals (e.g. Plos One, Nature Scientific Reports) and conferences (e.g. ACM GECCO, ECIS). Currently, he has more than 5K Google Scholar citations (h-index of 31, i10 index130) and 2121 Scopus citations (h-index of 21). He was IR in more than 10 R&D projects (4 financed by FCT) and has supervised 4 Postdoctoral works, 10 PhD thesis, 98 MSc thesis. Awarded by Portugal Digital Awards 2023 - CHU de Santo António - Porto - Best Future of Operations Project - iBird; 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; Portugal Digital Awards 2016 - BEST DIGITAL STRATEGIC TOOL - CHP: BI - Área do Médico. He is member of the Portuguese Association for Artificial Intelligence (www.appia.pt). 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. In the last 5 years, important 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/cognitive decision support in precision medicine. Has captured more than 1.5 M Euros to support I&D projects (e.g. FCT, HORIZON 2020).
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Identification

Personal identification

Full name
Manuel Filipe Santos

Citation names

  • Santos, Manuel

Author identifiers

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

Knowledge fields

  • Exact Sciences - Computer and Information Sciences

Languages

Language Speaking Reading Writing Listening Peer-review
English Intermediate (B1) Advanced (C1) Intermediate (B1) Intermediate (B1)
Education
Degree Classification
2017
Concluded
 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" (THESIS/DISSERTATION)
 Aprovado por Unanimidade
2000
Concluded
 n/a (Doutoramento)
Universidade do Minho Escola de Engenharia, Portugal
"Distributed Learning Classifier Systems" (THESIS/DISSERTATION)
 Aprovado por Unanimidade
Affiliation

Teaching in Higher Education

Category
Host institution 		Employer
2017/01/19 - Current Associate Professor (University Teacher) Universidade do Minho, Portugal
2015 - 2018 Associate Professor (University Teacher) Universidade do Minho Centro ALGORITMI, Portugal
2010/11/23 - 2017/01/18 Associate Professor (University Teacher) Universidade do Minho, Portugal
2010 - 2013 Associate Professor (University Teacher) Universidade do Minho Centro ALGORITMI, Portugal
1996/01/01 - 2010/11/23 Assistant Professor (University Teacher) Universidade do Minho - Campus de Azurém, Portugal
2007 - 2009 Assistant Professor (University Teacher) Universidade do Minho Centro ALGORITMI, Portugal
2007 - 2009 Assistant Professor (University Teacher) Universidade do Minho Centro ALGORITMI, Portugal
Projects

Grant

Designation Funders
2021/01 - 2025/12 Laboratório Associado de Sistemas Inteligentes
168241UID
LA/P/0104/2020
10.54499/LA/P/0104/2020
Universidade Nova de Lisboa Centro de Tecnologias e Sistemas, Portugal

Universidade de Aveiro Centro de Tecnologia Mecânica e Automação, Portugal

Instituto Politécnico do Porto Centro de Investigação em Sistemas Computacionais Embebidos e de Tempo-Real, Portugal

Universidade do Minho, Portugal

Universidade do Porto Faculdade de Ciências, Portugal

Universidade do Porto Centro de Matemática, Portugal

Universidade Nova de Lisboa, Portugal

Universidade do Porto Laboratório de Inteligência Artificial e Ciência de Computadores, Portugal

Universidade do Minho Centro ALGORITMI, Portugal

Universidade do Minho Instituto de Polímeros e Compósitos, Portugal

Universidade de Aveiro, Portugal

Universidade de Aveiro Instituto de Engenharia Eletrónica e Informática de Aveiro, Portugal

Universidade Nova de Lisboa Unidade de Investigação e Desenvolvimento em Engenharia Mecânica e Industrial, Portugal

Universidade de Coimbra Departamento de Engenharia Civil, Portugal

Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal

Universidade de Coimbra, Portugal

Instituto Politécnico do Porto Grupo de Investigação em Engenharia e Computação Inteligente para a Inovação e o Desenvolvimento, Portugal

Instituto Politécnico do Cávado e do Ave, Portugal

Universidade do Porto Faculdade de Engenharia, Portugal
Fundação para a Ciência e a Tecnologia
Ongoing

Contract

Designation Funders
2021 - Current Data Science aplicada à diabetes para aumento de qualidade de vida do doente e de racionalização de custos
01/SAMA2020/2019
Principal investigator
Universidade do Minho Centro ALGORITMI, Portugal
 Autoridade de Gestão do Programa Operacional Competitividade e Internacionalização
2021 - Current Gestão inteligente de internamento como forma de aumentar a qualidade e eficiência
04/SAMA2020/2019
Principal investigator
Universidade do Minho Centro ALGORITMI, Portugal
 Autoridade de Gestão do Programa Operacional Competitividade e Internacionalização
2020 - Current CONTROLO INTELIGENTE DE INFEÇÃO HOSPITALAR
02/SAMA2020/2019
Principal investigator
Universidade do Minho Centro ALGORITMI, Portugal
 Autoridade de Gestão do Programa Operacional Competitividade e Internacionalização
2020 - Current Apoio à Decisão Inteligente na otimização de tempos de resposta e de recursos para melhoria da qualidade de serviço
03/SAMA2020/2019
Principal investigator
Universidade do Minho Centro ALGORITMI, Portugal
 Autoridade de Gestão do Programa Operacional Competitividade e Internacionalização
2020 - Current FACTORY OF THE FUTURE
POCI-01-0247-FEDER-039479
Researcher
Universidade do Minho Centro ALGORITMI, Portugal
2018/12/30 - 2022/12/31 ICDS4IM - Intelligent Clinical Decision Support for Intensive Medicine
DSAIPA/DS/0084/2018
Principal investigator
Fundação para a Ciência e a Tecnologia
Concluded
2016 - 2020 Deus Ex Machina – Symbiotic technology for societal efficiency gains
NORTE-01-0145-FEDER-000026
Principal investigator
2019/01/01 - 2019/12/31 Centro de Investigação ALGORITMI
UID/CEC/00319/2019
Universidade do Minho, Portugal

Universidade do Minho Centro ALGORITMI, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
2015/06 - 2017/05 INTELLITAG – Etiquetagem Inteligente
INTELLITAG
Principal investigator
Universidade do Minho Centro ALGORITMI, Portugal
2013 - 2016 INTCARE II - Sistema de Apoio à Decisão Inteligente para Medicina Intensiva
PTDC/EEI-SII/1302/2012
Principal investigator
Universidade do Minho Centro ALGORITMI, Portugal
 Fundação para a Ciência e a Tecnologia
2011/01/01 - 2013/12/31 Projecto Estratégico - UI 319 - 2011-2012
PEst-C/EEI/UI0319/2011
Universidade do Minho, Portugal

Universidade do Minho Centro ALGORITMI, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
2010/08/20 - 2012/08/19 INTELLIPave - AN EVOLUTIONARY INTELLIGENCE APPROACH TO ASPHALT PAVEMENT MODELLING
UTAustin/CA/0012/2008
The University of Texas at Austin, United States

Universidade do Minho, Portugal

Universidade do Minho Centro ALGORITMI, Portugal

Universidade de Lisboa, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
2008 - 2011 INTCARE - Sistema de Apoio à Decisão Inteligente para Medicina Intensiva
PTDC/EIA/72819/2006
Principal investigator
Universidade do Minho Centro ALGORITMI, Portugal
 Fundação para a Ciência e a Tecnologia
2007 - 2010 GRIDCLASS - Learning Classifiers Systems for Grid Data Mining
GRID/GRI/81736/2006
Principal investigator
Universidade do Minho Centro ALGORITMI, Portugal
 Fundação para a Ciência e a Tecnologia
Outputs

Publications

Book
  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. Azevedo, A.; Santos, M.F.. Integration challenges for analytics, business intelligence, and data mining. 2020.
    10.4018/978-1-7998-5781-5
  11. Vieira, M.; Portela, F.; Santos, M.F.. Detecting Automatic Patterns of Stroke Through Text Mining. 2019.
    10.1007/978-3-030-16447-8_6
  12. 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
  13. 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
  14. 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
  15. Correia, C.; Portela, F.; Santos, M.F.; Silva, Á.. Data science analysis of healthcare complaints. 2018.
    10.1007/978-3-319-77700-9_18
  16. Torres, H.; Portela, F.; Santos, M.F.. An overview of big data architectures in healthcare. 2018.
    10.1007/978-3-319-77700-9_19
  17. 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
  18. 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
  19. 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
  20. 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
  21. 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
  22. Alpuim, A.; Esteves, M.; Pereira, S.; Santos, M.. Monitoring time consumption in complementary diagnostic and therapeutic procedure requests. 2017.
  23. Cardoso, L.; Marins, F.; Quintas, C.; Portela, F.; Santos, M.; Abelha, A.; Machado, J.. Interoperability in healthcare. 2017.
  24. 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
  25. 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
  26. 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
  27. 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
  28. Bragança, R.; Portela, F.; Santos, M.. Regression models for lean production. 2017.
    10.1007/978-3-319-56535-4_40
  29. 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
  30. 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
  31. 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
  32. 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
  33. 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
  34. 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
  35. 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
  36. 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
  37. 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
  38. 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
  39. 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
  40. Peixoto, R.; Portela, F.; Santos, M.F.. Towards a pervasive data mining engine - Architecture overview. 2016.
    10.1007/978-3-319-31307-8_58
  41. 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
  42. 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
  43. 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
  44. Silva, E.; Cardoso, L.; Faria, R.; Santos, M.. Nosocomial infection prediction using data mining technologies. 2016.
    10.4018/978-1-4666-9882-6.ch010
  45. 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
  46. 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
  47. 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
  48. 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
  49. 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
  50. 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
  51. 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
  52. 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
  53. 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
  54. 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
  55. 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
  56. 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
  57. 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
  58. 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
  59. 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
  60. 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
  61. 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
  62. Azevedo, A.; Santos, M.F.. Integration of data mining in business intelligence systems. 2014.
    10.4018/978-1-4666-6477-7
  63. 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
  64. 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
  65. 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
  66. 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
  67. Azevedo, A.; Santos, M.F.. Preface. 2014.
  68. 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
  69. 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
  70. Silva, J.P.; Portela, F.; Santos, M.F.. University application process - decision support models. 2014.
    10.1007/978-3-319-05951-8_39
  71. 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
  72. 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
  73. 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
  74. 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
  75. 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
  76. 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
  77. 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
  78. 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
  79. 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
  80. 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
  81. 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
  82. Peixoto, H.; Santos, M.; Abelha, A.; Machado, J.. Intelligence in interoperability with AIDA. 2012.
    10.1007/978-3-642-34624-8_31
  83. 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
  84. 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
  85. 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
  86. 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
  87. 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
  88. 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
  89. 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
  90. 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
  91. 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
  92. 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
  93. Gago, P.; Santos, M.F.. Evaluating hybrid ensembles for intelligent decision support for intensive care. 2009.
    10.1007/978-3-642-03999-7_14
  94. 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
  95. 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
  96. Gago, P.; Silva, Á.; Santos, M.F.. Adaptive decision support for intensive care. 2007.
    10.1007/978-3-540-77002-2_35
  97. Quíntela, H.; Santos, M.F.; Cortez, P.. Real-time intelligent decision support system for bridges structures behavior prediction. 2007.
    10.1007/978-3-540-77002-2_11
  98. 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
  99. 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.
  100. Santos, M.; Sousa, C.. An instrument to support data mining projects. 2003.
  101. Santos, M.F.; Quintela, H.; Cruz, P.. Forecasting of the ultimate resistance of steel beams subjected to concentrated loads using data mining techniques. 2003.
  102. Santos, M.F.; Neves, J.; Alves, V.. The inventive power of Learning Classifier Systems: A contribution to Data Mining. 2002.
Book chapter
  1. Gonçalo Cruz; Tiago Guimarães; Manuel Filipe Santos; José Machado. "How Decentralized Autonomous Organizations are Affecting Real Estate". 2023.
    10.1007/978-3-031-45155-3_28
  2. Tiago Guimarães; Ricardo Duarte; João Cunha; Pedro Silva; Manuel Filipe Santos. "The Role of Blockchain Technology in Ensuring Security and Immutability of Open Data in Healthcare". 2023.
    10.1007/978-3-031-45155-3_32
  3. Pedro Silva; Tiago Guimarães; Ricardo Duarte; Manuel Filipe Santos. "IPFS and Hyperledger Fabric: Integrity of Data in Healthcare". 2023.
    10.1007/978-3-031-45155-3_10
  4. Ricardo Duarte; João Lopes; Tiago Guimarães; Susana Ferreira; Manuel Filipe Santos. "Business Intelligence Platform for COVID-19 Monitoring: A Case Study". 2023.
    10.1007/978-3-031-38204-8_4
  5. Ailton Moreira; Maria Salazar; Cesar Quintas; Manuel Filipe Santos. "Multichannel Services for Patient Home-Based Care During COVID-19". 2023.
    10.1007/978-3-031-38204-8_6
  6. Tiago Guimarães; Inês Afonso Quesado; Inês Tavares; Maria Passos; Júlio Duarte; Manuel Filipe Santos; Álvaro Silva. "Knowledge Extraction From ICU Data Using Data Visualization". 129-149. {IGI, 2022.
    10.4018/978-1-7998-9172-7.ch005
  7. Rui Santos; Ana Regina Sousa; Manuel Filipe Santos; António Abelha; Hugo Peixoto. "Real-Time UCI Monitoring Using Apache Kafka". 1-37. {IGI, 2022.
    10.4018/978-1-7998-9172-7.ch001
  8. Francisco Campos; Teresa Guarda; Manuel Filipe Santos; Filipe Portela. "Big Data Analytics to Measure the Performance of Higher Education Students with Online Classes". 2022.
    10.1007/978-3-031-20319-0_23
  9. 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
  10. 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
  11. Portela, F.; Santos, M.F.; Machado, J.; da Silva Abelha, A.; Rua, F.. "Step towards pervasive technology assessment in intensive medicine". 213-229. 2020.
  12. 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
  13. Miranda, Miguel; Salazar, Maria; Portela, Filipe; Santos, Manuel; Abelha, Antonio; Neves, Jose; Machado, Jose. "Multi-agent systems for HL7 interoperability services". edited by Varajao, J.; Cunha, M.; Yetton, P.; Rijo, R., 725-733. 2012.
    10.1016/j.protcy.2012.09.080
  14. Peixoto, Hugo; Duarte, Julio; Abelha, Antonio; Santos, Manuel; Machado, Jose. "ScheduleIT - Open-Source Preventive Actions Management Plataform in Healthcare Information Systems". edited by Varajao, J.; Cunha, M.; Yetton, P.; Rijo, R., 734-742. 2012.
    10.1016/j.protcy.2012.09.081
Conference paper
  1. Silva, B.; Hak, F.; Santos, M.; Abelha, A.. "OpenEHR logic module: a tool for creating decision rules". 2024.
    10.1016/j.procs.2023.12.229
  2. Sá, D.; Guimarães, T.; Abelha, A.; Filipe Santos, M.. "Low Code Approach for Business Analytics". 2024.
    10.1016/j.procs.2023.12.228
  3. Cruz, G.; Guimarães, T.; Santos, M.F.; Machado, J.. "Decentralize Healthcare Marketplace". 2024.
    10.1016/j.procs.2023.12.231
  4. Gomes, R.; Duarte, J.; Quintas, C.; Salazar, M.M.; Santos, M.F.. "Architecture proposal for deploying and integrating intelligent models in ABI". 2024.
    10.1016/j.procs.2023.12.232
  5. Fernandes, D.; Cardoso, S.; Miranda, J.; Duarte, J.; Santos, M.F.. "Prediction of nosocomial infections associated with surgical interventions". 2024.
    10.1016/j.procs.2023.12.230
  6. Nasim Sadat Mosavi; Manuel Filipe Santos. "Unveiling Precision Medicine with Data Mining: Discovering Patient Subgroups and Patterns". 2023.
    10.1109/SSCI52147.2023.10372022
  7. Carpinteiro, C.; Lopes, J.; Abelha, A.; Santos, M.F.. "A Comparative Study of Classification Algorithms for Early Detection of Diabetes". 2023.
    10.1016/j.procs.2023.03.117
  8. Gomes, J.; Lopes, J.; Guimaraes, T.; Santos, M.F.. "Identifying Diabetic Patient Profile Through Machine Learning-Based Clustering Analysis". 2023.
    10.1016/j.procs.2023.03.116
  9. Cunha, J.; Duarte, R.; Guimaraes, T.; Santos, M.F.. "OpenEHR and Business Intelligence in healthcare: An overview". 2023.
    10.1016/j.procs.2023.03.118
  10. Pinto, J.; Santos, M.F.; Portela, F.. "Toward a Route Optimization Modular System". 2023.
    10.1007/978-981-19-9331-2_32
  11. Moreira, A.; Quintas, C.; Guimaraes, T.; Santos, M.F.. "Multichannel Mobile Companions for Personalized Healthcare Opportunities and Challenges". 2023.
    10.1016/j.procs.2023.03.112
  12. Silva, B.; Hak, F.; Guimaraes, T.; Manuel, M.; Santos, M.F.. "Rule-based System for Effective Clinical Decision Support". 2023.
    10.1016/j.procs.2023.03.119
  13. Guimaraes, T.; Duarte, R.; Cunha, J.; Gomes, P.; Santos, M.F.. "Security and Immutability of Open Data in Healthcare". 2023.
    10.1016/j.procs.2023.03.111
  14. Lobo, A.; Barbosa, A.; Guimarães, T.; Lopes, J.; Peixoto, H.; Santos, M.F.. "Better Medical Efficiency by Means of Hospital Bed Management Optimization—A Comparison of Artificial Intelligence Techniques". 2023.
    10.1007/978-3-031-49011-8_21
  15. Moreira, A.; Santos, M.F.. "OMNICHANNEL ADOPTION IN HEALTH INFORMATION SYSTEMS FOR PATIENT FOLLOW-UP". 2023.
  16. Ferreira, A.T.; Vieira, J.; Santos, M.F.; Portela, F.. "First Clustering Analysis of COVID in Portugal". 2023.
    10.1007/978-3-031-38204-8_5
  17. Nasim Sadat Mosavi; Manuel Filipe Santos. "Data Engineering to Support Intelligence for Precision Medicine in Intensive Care". 2022.
    10.1109/CSCI58124.2022.00316
  18. Fernandes, I.; Lopes, J.; Braga, J.; Santos, M.F.. "Applying optimization models in the scheduling of medical exams". 2022.
    10.1016/j.procs.2022.03.093
  19. Cunha, J.; Duarte, R.; Guimarães, T.; Quintas, C.; Santos, M.F.. "Blockchain analytics in healthcare: An Overview". 2022.
    10.1016/j.procs.2022.03.095
  20. Mosavi, N.S.; Santos, M.F.. "Intelligent Decision Support System for Precision Medicine: Time Series Multi-variable Approach for Data Processing". 2022.
  21. Cunha, J.; Duarte, R.; Guimarães, T.; Santos, M.F.. "Permissioned Blockchain Approach using Open Data in Healthcare". 2022.
    10.1016/j.procs.2022.10.144
  22. Peixoto, D.; Faria, M.; Macedo, R.; Peixoto, H.; Lopes, J.; Barbosa, A.; Guimarães, T.; Santos, M.F.. "Determining Internal Medicine Length of Stay by Means of Predictive Analytics". 2022.
    10.1007/978-3-031-16474-3_15
  23. Macedo, R.; Barbosa, A.; Lopes, J.; Santos, M.. "Intelligent Decision Support in Beds Management and Hospital Planning". 2022.
    10.1016/j.procs.2022.10.147
  24. Khan, A.S.; Bastos, N.; Lopes, A.M.; Santos, M.; Ferreira, J.A.; Henriques, F.; Phade, A.; Skorstad, A.. "Achieving Decision Support the Modern Way: Ensemble-based Modelling of a Pre-salt Reservoir with Large Uncertainties". 2022.
    10.3997/2214-4609.202288033
  25. 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
  26. 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
  27. Sousa, A.L.; Lopes, J.; Guimarães, T.; Santos, M.F.. "MHealth: Monitoring platform for diabetes patients". 2021.
    10.1016/j.procs.2021.03.113
  28. 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
  29. 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
  30. 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
  31. Duarte, R.; Guimarães, T.; Santos, M.F.. "A Business Intelligence Platform for Portuguese Misericórdias". 2021.
    10.1016/j.procs.2021.12.251
  32. 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
  33. 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
  34. Dias, C.; Santos, M.F.; Portela, F.. "A SWOT analysis of big data in healthcare". 2020.
  35. Guimarães, T.; Silva, H.; Peixoto, H.; Santos, M.. "Modular Blockchain Implementation in Intensive Medicine". 2020.
    10.1016/j.procs.2020.03.073
  36. Mosavi, N.S.; Santos, M.F.. "How prescriptive analytics influences decision making in precision medicine". 2020.
    10.1016/j.procs.2020.10.073
  37. 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
  38. Moreira, A.; Santos, M.F.. "Multichannel Interaction for Healthcare Intelligent Decision Support". 2020.
    10.1016/j.procs.2020.03.074
  39. 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
  40. Lopes, J.; Guimarães, T.; Santos, M.F.. "Predictive and Prescriptive Analytics in Healthcare: A Survey". 2020.
    10.1016/j.procs.2020.03.078
  41. Moreira, A.; Guimarães, T.; Santos, M.F.. "A conceptual model for multichannel interaction in healthcare services". 2020.
    10.1016/j.procs.2020.10.074
  42. 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
  43. Guimarães, T.; Moreira, A.; Peixoto, H.; Santos, M.. "ICU data management - A permissioned blockchain approach". 2020.
    10.1016/j.procs.2020.10.076
  44. Hak, F.; Abelha, A.; Santos, M.. "Open science in pandemic times: A literature review". 2020.
    10.1016/j.procs.2020.10.077
  45. Lopes, J.; Guimarães, T.; Santos, M.F.. "Adaptive business intelligence: A new architectural approach". 2020.
    10.1016/j.procs.2020.10.075
  46. 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
  47. Mota, F.; Abreu, N.; Guimarães, T.; Santos, M.F.. "A data mining study on pressure ulcers". 2019.
  48. Ribeiro, T.; Oliveira, S.; Portela, C.; Santos, M.. "Clinical workflows based on OpenEHR using BPM". 2019.
  49. 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.
  50. Oliveira, C.; Guimaraes, T.; Portela, F.; Santos, M.. "Benchmarking Business Analytics Techniques in Big Data". 2019.
    10.1016/j.procs.2019.11.026
  51. Rego, F.; Portela, F.; Santos, M.F.. "Towards pwa in healthcare". 2019.
    10.1016/j.procs.2019.11.028
  52. Costa, D.; Portela, F.; Santos, M.F.. "An overview of data mining representation techniques". 2019.
    10.1109/FiCloudW.2019.00029
  53. Fernandes, G.; Portela, F.; Santos, M.F.. "Towards the development of a data science modular solution". 2019.
    10.1109/FiCloudW.2019.00030
  54. 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
  55. 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
  56. 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
  57. 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.
  58. 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.
  59. Coelho, D.; Portela, F.; Santos, M.F.; Machado, J.; Abelha, A.. "A pervasive business intelligence solution to manage Portuguese misericordia". 2017.
  60. 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
  61. 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
  62. 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
  63. 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
  64. 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
  65. Carneiro, B.; Portela, F.; Abelha, A.; Santos, M.F.. "Clinical Intelligence: A study on Corneal Transplantation". 2017.
    10.1016/j.procs.2017.11.035
  66. 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
  67. 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
  68. Machado, J.; Abelha, A.; Santos, M.F.; Portela, F.. "Intelligent Systems and Applications in Healthcare (ISAHealth 2016 ) Preface". 2016.
    10.1109/CBI.2016.66
  69. 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
  70. Portela, F.; Lima, L.; Santos, M.F.. "Why Big Data? Towards a Project Assessment Framework". 2016.
    10.1016/j.procs.2016.09.094
  71. 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
  72. 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
  73. Silva, A.; Vicente, H.; Abelha, A.; Santos, M.F.; Machado, J.; Neves, J.. "Length of Stay in Intensive Care Units – A Case Base Evaluation". 2016.
    10.3233/978-1-61499-674-3-191
  74. Tennina, S.; Santos, M.; Mesodiakaki, A.; Mekikis, P.-V.; Kartsakli, E.; Antonopoulos, A.; Di Renzo, M.; et al. "WSN4QoL: WSNs for remote patient monitoring in e-Health applications". 2016.
    10.1109/ICC.2016.7511597
  75. 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
  76. Gomes, J.; Portela, F.; Santos, M.F.; Abelha, A.; MaChado, J.. "Predicting 2-way football results by means of data mining". 2015.
  77. 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.
  78. 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.
  79. Brandão, A.; Pereira, E.; Portela, F.; Santos, M.; Abelha, A.; Machado, J.. "Predicting the risk associated to pregnancy using Data Mining". 2015.
  80. 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
  81. 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
  82. 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
  83. 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
  84. 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
  85. Pereira, N.; Tennina, S.; Loureiro, J.; Severino, R.; Saraiva, B.; Santos, M.; Pacheco, F.; Tovar, E.. "A microscope for the data centre". 2015.
    10.1504/IJSNET.2015.070400
  86. 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
  87. Braga, P.; Portela, F.; Santos, M.F.; Rua, F.. "Data mining models to predict patient's readmission in intensive care units". 2014.
  88. Pereira, E.; Brandöo, A.; Portela, C.F.; Santos, M.F.; Machado, J.; Abelha, A.. "Business intelligence in maternity care". 2014.
    10.1145/2628194.2628248
  89. 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
  90. 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
  91. 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.
  92. 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
  93. 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.
  94. Duarte, J.; Pontes, G.; Salazar, M.; Santos, M.; Abelha, A.; Machado, J.. "Stand-Alone electronic health record". 2014.
    10.1109/IEEM.2013.6962571
  95. Abelha, A.; Pereira, E.; Brandão, A.; Portela, F.; Santos, M.; Machado, J.. "Simulating a multi-level priority triage system for maternity emergency". 2014.
  96. 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
  97. Tennina, S.; Kartsakli, E.; Graziosi, F.; Santos, M.; Lalos, A.S.; Antonopoulos, A.; Mekikis, P.-V.; et al. "An energy efficient protocol architecture for m-Health Systems". 2014.
    10.1109/CAMAD.2014.7033223
  98. Duarte, Júlio; Castro, Sara; Santos, Manuel; Abelha, António; Machado, José Manuel. "Improving quality of electronic health records with SNOMED". 2014.
    10.1016/j.protcy.2014.10.151
  99. Duarte, Júlio; Castro, Sara; Santos, Manuel; Abelha, António; Machado, José Manuel. "Extending the use of SNOMED concepts in electronic health records". 2014.
  100. 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.
  101. Guarda, T.; Santos, M.F.; Augusto, M.F.; Silva, C.; Pinto, F.. "Process mining: A framework proposal for pervasive business intelligence". 2013.
  102. Silva, J.P.; Portela, F.; Santos, M.F.. "A decision support system for portuguese higher education course selection -First round". 2013.
  103. 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.
  104. Azevedo, Ana; Santos, Manuel. "Binding data mining to final business users of business intelligence systems". Paper presented in First International Conference on Intelligent Systems and Applications (INTELLI 2012), Chamonix, 2012.
    Published
  105. 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.
  106. Portela, F.; Pinto, F.; Santos, M.F.. "Data mining predictive models for pervasive intelligent decision support in intensive care medicine". 2012.
  107. 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
  108. 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
  109. Silva, P.; Quintas, C.; Santos, M.; Abelha, A.; Machado, J.. "Step towards fault forecasting in hospital information systems". 2012.
    10.1109/BMEI.2012.6513041
  110. 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
  111. 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
  112. Pereira, R.; Duarte, J.; Salazar, M.; Santos, M.; Abelha, A.; Machado, J.. "Usability of an electronic health record". 2012.
    10.1109/IEEM.2012.6838010
  113. Santos, M.; Portela, F.. "Enabling ubiquitous Data Mining in intensive care: Features selection and data pre-processing". 2011.
  114. 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.
  115. 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.
  116. 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
  117. 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
  118. 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.
  119. Duarte, J.; Neves, J.; Cabral, A.; Gomes, M.; Marques, V.; Santos, M.F.; Abelha, A.; MacHado, J.. "Towards intelligent drug electronic prescription". 2011.
  120. Santos, M.F.; Portela, F.; Vilas-Boas, M.. "INTCARE: Multi-agent approach for real-time intelligent decision support in intensive medicine". 2011.
  121. Tennina, S.; Bouroche, M.; Gomes, R.; Mirza, F.; Alves, M.; Carrozza, G.; Santos, M.; et al. "Poster: EMMON - A WSN system architecture and toolset for large-scale and dense real-time embedded monitoring". 2011.
    10.1145/2070942.2070984
  122. Portela, F.; Santos, M.; Vilas-Boas, M.; Rúa, F.; Silva, A.; Neves, J.. "Real-time intelligent decision support in intensive medicine". 2010.
  123. Santos, M.F.; Gomes, L.. "A study on impact factors of the adoption of Information Systems in the Operating Room". 2010.
  124. 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.
  125. Da Silva, R.E.; Iurgel, I.A.; Dos Santos, M.F.; Branco, P.; Zagalo, N.. "Understanding virtual actors". 2010.
    10.1109/SBGAMES.2010.11
  126. Boas, M.V.; Santos, M.F.; Portela, F.; Silva, A.; Rua, F.. "Real-time prediction of organ failure and outcome in intensive medicine". 2010.
  127. 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
  128. 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
  129. Santos, M.; Amado, J.. "Personalization of information delivery based on web mining and DNA classification". 2009.
    10.2495/DATA090041
  130. Azevedo, A.; Santos, M.F.. "Business intelligence: State of the art, trends, and open issues". 2009.
  131. Pinto, F.M.; Santos, M.F.. "Ontological assistance for knowledge discovery in databases process". 2009.
  132. Duarte, J.; Miranda, M.; Abelha, A.; Santos, M.; Machado, J.; Neves, J.; Alberto, C.; et al. "Agent-based group decision support in medicine". 2009.
  133. Pinto, F.M.; Marques, A.; Santos, M.F.. "Database marketing process supported by ontologies: System architecture proposal". 2009.
  134. Miranda, M.; Abelha, A.; Santos, M.; Machado, J.; Neves, J.. "An agent-based architecture for cancer staging". 2009.
  135. 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
  136. Pinto, F.M.; Gago, P.; Santos, M.F.. "Marketing database knowledge extraction - Towards a domain ontology". 2009.
    10.1109/INES.2009.4924761
  137. Azevedo, A.; Santos, M.F.. "An architecture for an effective usage of data mining in business intelligence systems". 2009.
  138. Gago, P.; Santos, M.F.. "Closed loop knowledge discovery for decision support in intensive care medicine". 2009.
  139. 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
  140. Pinto, F.; Marques, A.A.; Santos, M.F.. "Customer insights from transactional database: Database marketing case". 2008.
  141. Azevedo, A.; Santos, M.F.. "KDD, semma and CRISP-DM: A parallel overview". 2008.
  142. 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.
  143. Cruz, P.J.S.; Lourenco, L.; Santos, M.; Quintela, H.; Cortez, P.. "Strength of corroded tapered plate girders under pure shear". 2006.
  144. Pinto, F.; Gago, P.; Santos, M.F.. "Data mining as a new paradigm for business intelligence in database marketing projects". 2006.
  145. Santos, M.F.; Cortez, P.; Pereira, J.; Quintela, H.. "Corporate bankruptcy prediction using data mining techniques". 2006.
    10.2495/DATA060351
  146. Machado, J.; Abelha, A.; Neves, J.; Santos, M.. "Ambient intelligence in medicine". 2006.
    10.1109/BIOCAS.2006.4600316
  147. 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.
  148. Machado, José Manuel; Abelha, António; Santos, Manuel; Neves, José. "Multiagent based problem solving in medical decision support systems". 2006.
  149. Abelha, António; Santos, Manuel; Machado, José Manuel; Neves, José. "Auditing agents in the context of a telemedical information society". 2006.
  150. Santos, M.; Pereira, J.; Silva, Á.. "A cluster framework FOR Data Mining models an application to intensive medicine". 2005.
  151. Silva, Á.; Cortez, P.; Santos, M.; Gomes, L.; Neves, J.. "Multiple organ failure diagnosis using adverse events and neural networks". 2004.
  152. Alves, Victor; Neves, José; Maia, Moreira; Nelas, Luís; Santos, Manuel; Abelha, António. "A Computational Environment For Building Intelligent Medical Diagnosis Based Systems". 2003.
    Published • 10.1007/978-1-4471-0649-4_11
  153. Santos, M.F.; Neves, J.; Abelha, A.; Silva, A.M.; Rua, F.. "Augmented Data Mining over clinical databases using Learning Classifier Systems". 2002.
  154. Santos, Manuel; Neves, Jose; Belo, Orlando. "Agents and classifiers: A Transaction Logic approach". 1998.
Edited book
  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.
Journal article
  1. Ailton Moreira; Manuel Filipe Santos. "An Open Data-Based Omnichannel Approach for Personalized Healthcare". Information (2024): https://doi.org/10.3390/info15070415.
    10.3390/info15070415
  2. Ferreira, Diana; Neto, Cristiana; Hak, Francini; Abelha, Antonio; Santos, Manuel; Machado, José. Corresponding author: Ferreira, Diana. "Standardizing Corneal Transplantation Records with openEHR: Case Study". Journal of Medical Internet Research (JMIR) (2024):
    Under revision
  3. João Lopes Sr; Tiago Guimarães; Júlio Duarte; Manuel Santos. "Enhancing Surgery Scheduling with Artificial Intelligence: A Study on Metaheuristic Optimisation Models in Healthcare Settings (Preprint)". JMIR Medical Informatics (2024): https://doi.org/10.2196/57231.
    10.2196/57231
  4. Lopes, J.; Faria, M.; Santos, M.F.. "Exploring trends and autonomy levels of adaptive business intelligence in healthcare: A systematic review". PLoS ONE 19 5 May (2024): http://www.scopus.com/inward/record.url?eid=2-s2.0-85192917169&partnerID=MN8TOARS.
    10.1371/journal.pone.0302697
  5. Diana Ferreira; Cristiana Neto; Francini Hak; António Abelha; Manuel Santos; José Machado. "Standardizing Corneal Transplantation Records with openEHR: Case Study (Preprint)". JMIR Medical Informatics (2023): https://doi.org/10.2196/48407.
    10.2196/48407
  6. Moreira, A.; Duarte, J.; Santos, M.F.. "Case Study of Multichannel Interaction in Healthcare Services". Information (Switzerland) 14 1 (2023): http://www.scopus.com/inward/record.url?eid=2-s2.0-85146816102&partnerID=MN8TOARS.
    10.3390/info14010037
  7. Mosavi, N.S.; Ribeiro, E.; Sampaio, A.; Santos, M.F.. "Data mining techniques in psychotherapy: applications for studying therapeutic alliance". Scientific Reports 13 1 (2023): http://www.scopus.com/inward/record.url?eid=2-s2.0-85173565789&partnerID=MN8TOARS.
    10.1038/s41598-023-43366-6
  8. Francini Hak; Gabriele Oliva; Tiago Guimarães; Manuel Santos. "Towards effective clinical decision support systems: A systematic review". PLOS ONE (2022): https://doi.org/10.1371/journal.pone.0272846.
    10.1371/journal.pone.0272846
  9. Mariana Faria; Agostinho Barbosa; Tiago Guimarães; João Lopes; Manuel Santos. "Predictive analytics for hospital discharge flow determination". Procedia Computer Science 210 (2022): 248-253. http://dx.doi.org/10.1016/j.procs.2022.10.145.
    10.1016/j.procs.2022.10.145
  10. Francini Hak; Júlio Duarte; Tiago Guimarães; Manuel Santos. "Towards an Effective Clinical Decision Support System in Intensive Medicine". Procedia Computer Science 210 (2022): 236-241. http://dx.doi.org/10.1016/j.procs.2022.10.143.
    10.1016/j.procs.2022.10.143
  11. Tiago Guimarães; Ricardo Duarte; Bruno Pinheiro; Daniel Faria; Paulo Gomes; Manuel Filipe Santos. "Blockchain Analytics - Real-time Log Management in Healthcare". Procedia Computer Science 201 (2022): 702-707. http://dx.doi.org/10.1016/j.procs.2022.03.094.
    10.1016/j.procs.2022.03.094
  12. Nasim Sadat Mosavi; Manuel Filipe Santos. "Internet of things for precision intensive medicine". Procedia Computer Science 201 (2022): 732-737. http://dx.doi.org/10.1016/j.procs.2022.03.099.
    10.1016/j.procs.2022.03.099
  13. Ailton Moreira; Tiago Guimarães; Ricardo Duarte; Maria Manuel Salazar; Manuel Santos. "Interoperability and Security Issues on Multichannel Interaction In Healthcare Services". Procedia Computer Science 201 (2022): 714-719. http://dx.doi.org/10.1016/j.procs.2022.03.096.
    10.1016/j.procs.2022.03.096
  14. Diogo Peixoto; Agostinho Barbosa; Hugo Peixoto; João Lopes; Tiago Guimarães; Manuel Santos. "Predictive analytics for hospital inpatient flow determination". Procedia Computer Science 210 (2022): 254-259. http://dx.doi.org/10.1016/j.procs.2022.10.146.
    10.1016/j.procs.2022.10.146
  15. Maria João Vaz; João Lopes; Hugo Peixoto; Manuel Filipe Santos. "Predictive Analytics to support diabetic patient detection". Procedia Computer Science 201 (2022): 690-695. http://dx.doi.org/10.1016/j.procs.2022.03.092.
    10.1016/j.procs.2022.03.092
  16. Nasim Sadat Mosavi; Francisco Freitas; Rogério Pires; César Rodrigues; Isabel Silva; Manuel Santos; Paulo Novais. "Intelligent energy management using data mining techniques at Bosch Car Multimedia Portugal facilities". Procedia Computer Science 201 (2022): 503-510. http://dx.doi.org/10.1016/j.procs.2022.03.065.
    10.1016/j.procs.2022.03.065
  17. 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
  18. Ailton Moreira; Carlos Filipe da Silva Portela; Manuel Filipe Santos. "Bring Your Own Device in Healthcare". International Journal of Privacy and Health Information Management 7 2 (2019): 1-13. https://doi.org/10.4018/IJPHIM.2019070101.
    10.4018/IJPHIM.2019070101
  19. 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
  20. 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
  21. 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
  22. 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
  23. 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
  24. 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
  25. 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
  26. 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
  27. 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.
  28. 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
  29. 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
  30. 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
  31. 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
  32. 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
  33. 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
  34. 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
  35. Paulo Silva; Pedro Gago; José Carlos Bregieiro Ribeiro; Santos, Manuel; Portela, Filipe; Abelha, António; Machado, José Manuel Ferreira; Filipe Pinto. "An Expert System for Supporting Traditional Chinese Medicine Diagnosis and Treatment". Procedia Technology 1 (2014): 1-10. http://hdl.handle.net/1822/31373.
    Published
  36. Rui Veloso; Portela, Filipe; Santos, Manuel; Alvaro Silva; Abelha, António; Machado, José Manuel Ferreira; Fernando Rua. "A clustering approach for predicting readmissions in Intensive Medicine". Procedia Technology 1 (2014): 1-10. http://hdl.handle.net/1822/31384.
    Published • 10.1016/j.protcy.2014.10.147
  37. Andreia Ferreira; António Castro; Delfina Sá-Soares; Portela, Filipe; Santos, Manuel. "Towards Of an Information Service to Educational Leaderships: Business Intelligence as Analytical Engine of Service". ICERI 2014 - 7th International Conference of Education, Research and Innovation. Sevilha 1 (2014): 1-10. http://hdl.handle.net/1822/31389.
    Published
  38. Tiago Magalhães; Portela, Filipe; Santos, Manuel. "MULTI-MODEL AND PERVASIVE INTELLIGENT DECISION SUPPORT SYSTEM FOR UNIVERSITY APPLICATION". ICERI 2014 - 7th International Conference of Education, Research and Innovation 1 (2014): 1-10. http://hdl.handle.net/1822/31393.
    Published
  39. Rui Teixeira; Fernando Afonso; Bruno Oliveira; Portela, Filipe; Santos, Manuel. "Business Inteligence to improve the quality of Local Government Services - Case-Study in a Local Government Town Hal". KMIS 2014 - International Conference on Knowledge Management and Information Sharing 1 (2014): 1-10. http://hdl.handle.net/1822/31320.
    Published
  40. Portela, Filipe; Santos, Manuel; Machado, José Manuel Ferreira; Abelha, António; Fernando Rua; Alvaro Silva. "Plataforma de Monitorização e Suporte à Decisão de Doentes Críticos". I Congresso Internacional "A pessoa em situação crítica 1 (2014): 1-10. http://hdl.handle.net/1822/31301.
    Published
  41. Sergio Oliveira; Portela, Filipe; Santos, Manuel; Machado, José Manuel Ferreira; Abelha, António. "Hospital bed management support using regression data mining models". 2nd International Work-Conference on Bioinformatics and Biomedical Engineering 1 (2014): 1-10. http://hdl.handle.net/1822/31286.
    Published
  42. João Pedro Silva; Portela, Filipe; Santos, Manuel; Maria do Céu Taveira. "Intelligent Decision Support for University application using RIASEC codes". INTED 2014 - 8th International Technology, Education and Development Conference 1 (2014): 1-10. http://hdl.handle.net/1822/31283.
    Published
  43. 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
  44. 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
  45. 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
  46. 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
  47. 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
  48. 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
  49. 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
  50. 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.
  51. 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.
  52. 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
  53. 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.
  54. 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.
  55. 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.
  56. 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.
  57. 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.
  58. 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
  59. 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
  60. 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
  61. 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
Preprint
  1. Ailton Moreira Sr; Manuel Filipe Santos Sr. "An Omnichannel Mobile Companion for Personalized Healthcare: An Open Data Approach (Preprint)". 2023. https://doi.org/10.2196/preprints.55906.
    10.2196/preprints.55906
  2. Diana Ferreira; Cristiana Neto; Francini Hak; António Abelha; Manuel Santos; José Machado. "Standardizing Corneal Transplantation Records with openEHR: Case Study (Preprint)". 2023. https://doi.org/10.2196/preprints.48407.
    10.2196/preprints.48407

Other

Other output
  1. A Maturity Model for Omnichannel Adoption in Health Care Institutions. 2023. Moreira, A.; Hak, F.; Santos, M.F.. http://www.scopus.com/inward/record.url?eid=2-s2.0-85165218608&partnerID=MN8TOARS.
    10.2139/ssrn.4491323
  2. An Introduction of Omnichannel Interaction in Healthcare Services. 2022. Moreira, A.; Alves, C.; Machado, J.; Santos, M.F.. http://www.scopus.com/inward/record.url?eid=2-s2.0-85177984102&partnerID=MN8TOARS.
    10.2139/ssrn.4295938
  3. 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.
  4. Adoption of precision medicine; Limitations and considerations. 2021. Mosavi, N.S.; Santos, M.F.. http://www.scopus.com/inward/record.url?eid=2-s2.0-85170875063&partnerID=MN8TOARS.
    10.48550/arxiv.2105.15115
  5. Editorial [to] International Journal on Intelligent Based Reasoning Systems Vol. 1, Nº 3/4. Special Issue on Progress in Artificial Intelligence: Select Extended Papers from the 13th Portuguese International Conference on Artificial Intelligence, EPIA 2007 – Part I. 2009. Pereira, Luis Moniz; Neves, José; Machado, José Manuel; Santos, Manuel. http://hdl.handle.net/1822/20750.
Activities

Supervision

Thesis Title
Role 		Degree Subject (Type)
Institution / Organization
2023/09/01 - Current Dissertações de Mestrado 1. Vítor Manuel Salgado Alves - Suporte à Decisão Inteligente no Tratamento de Infeção Hospitalar – Fase de Design 2. José Augusto Neves Santos de Jesus - Suporte à Decisão Inteligente para Medicina de Precisão – Fase Intelligence 3. Henrique Gomes Rocha - Engenharia de Dados para ABI em Sistemas de Gestão Industrial 4. Ana Margarida Ribeiro Barbosa - Apoio à Decisão Inteligente para tratamento da Diabetes baseado em modelos de custeio
Supervisor
Universidade do Minho Centro ALGORITMI, Portugal
2023/09/01 - Current Dissertações de Mestrado 5. Ana Catarina Portela Lonet Delgado - Abordagem à Sensibilidade e Codificação Temporal em Dados de Saúde 6. Mariana dos Santos Rodrigues - Previsão e Otimização em Ambientes 4.0 7. João Pedro Gonçalves Pereira - Suporte à Decisão e Adaptabilidade em Ambientes 4.0 8. Pedro Francisco Sousa e Silva - Imutabilidade de dados em Saúde: Abordagem Blockchain Privada
Supervisor
Universidade do Minho Centro ALGORITMI, Portugal
2022/06/04 - Current “Business Intelligence em saúde baseada em blockchain”, Programa Doutoral em Tecnologias e Sistemas de Informação, Escola de Engenharia, Universidade do Minho.
Supervisor
 Programa Doutoral em Tecnologias e Sistemas de Informação (PhD)
Universidade do Minho Centro ALGORITMI, Portugal
2022/06/03 - Current “Open data and Business Intelligence in Healthcare”,
Supervisor
 Programa Doutoral em Tecnologias e Sistemas de Informação (PhD)
Universidade do Minho Centro ALGORITMI, Portugal
2021/09/01 - Current Dissertações de Mestrado 6. Daniel Rodrigues Faria - Blockchain Analytics em ambiente de Cuidados Intensivos. 7. Bruno Filipe Ribeiro Pinheiro - Blockchain Analytics usando modelos de dados abertos na área da saúde. 8. Paulo Nuno dos Santos Tarroso Gomes - Segurança e Imutabilidade de dados abertos na área clínica.
Supervisor
Universidade do Minho Centro ALGORITMI, Portugal
2021/06/03 - Current Integrating Artificial Intelligence in Healthcare Organizations by means of Autonomous Adaptive Business Intelligence
Supervisor
 Programa Doutoral em ecnologias e Sistemas de Informação (PhD)
Universidade do Minho, Portugal
2020/06/03 - Current “Previdência Privada ou Pública? – Uma abordagem baseada em análise de sentimentos de noticias e comentários
Supervisor
 Programa Doutoral em Engenharia e Políticas Públicas (PhD)
Universidade do Porto Faculdade de Engenharia, Portugal
2020 - Current 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.
Supervisor
2017 - Current 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 António Silva Abelha, do Departamento de Informática da Escola de Engenharia da Universidade do Minho.
Co-supervisor
2022/09/01 - 2024/07/31 Dissertações de Mestrado 1. Rui Pedro Fernandes e Silva - Sistemas para Inteligência do Negócio Adaptativos em Saúde – Gestão da Diabetes 2. Gonçalo Monteiro Lima Cruz - Como podemos utilizar NFTs em Defi para melhorarmos a maneira como negociamos 3. Rui Alexandre Araújo Gomes - Integração de Modelos em sistemas de ABI na Saúde 4. João Miguel Pereira Lopes Guedes - Integração de Sistemas ABI em Saúde 5. Gonçalo António Lobo Vieira - Abordagem ABI para gestão de listas de espera em Saúde
Supervisor
Universidade do Minho Centro ALGORITMI, Portugal
2022/09/01 - 2024/07/31 DIssertações de Mestrado 6. João Pedro Fernandes Gonçalves - ABI em Medicina Intensiva 7. Tiago Manuel Simões Lopes - Prescriptive Business Intelligence no Controlo da Infeção Hospitalar 8. Rafael Alexandre Tarrendo de Brito - Prescriptive Business Intelligence no Controlo da Diabetes
Supervisor
Universidade do Minho Centro ALGORITMI, Portugal
2020/09/01 - 2024/07/26 Effective Clinical Decision Support Systems by Means of Open Data, Intelligence and Interoperability
Supervisor
 Programa Doutoral em Tecnologias e Sistemas de Informação (PhD)
Universidade do Minho, Portugal
2019/09/01 - 2024/06/30 Multichannel Mobile Companion for Personalized Healthcare
Supervisor
 Programa Doutoral em Tecnologias e Sistemas de Informação (PhD)
Universidade do Minho - Campus de Azurém, Portugal
2019/09/01 - 2024/05/30 Intelligent Decision Support Systems for Precision Medicine
Supervisor
 Programa Doutoral em Tecnologias e Sistemas de Informação (PhD)
Universidade do Minho - Campus de Azurém, Portugal
2021/09/01 - 2024/02/28 Dissertações de Mestrado 1. Diogo Filipe Carvalho Fernandes - Sistemas para Inteligência do Negócio Adaptativos em Saúde ¿ Gestão da Infeção. 2. Afonso Augusto de Paula Lobo - Sistemas para Inteligência do Negócio Adaptativos em Saúde ¿ Gestão de Doentes. 3. Rui Pedro Fernandes e Silva - Sistemas para Inteligência do Negócio Adaptativos em Saúde ¿ Gestão da Diabetes. 4. João Miguel da Silva Fontes - Ciência de Dados em Medicina Intensiva. 5. Daniel Cunha Sá - Abordagem low-code para ecossistema web.
Supervisor
Universidade do Minho Centro ALGORITMI, Portugal
2022/09/01 - 2023/12/21 Dissertações de Mestrado 9. Beatriz Rodrigues da Silva - Suporte à decisão clínica baseado em padrões de dados abertos e modelos de decisão 10. Pedro José Peixoto da Cunha - Análise e Caracterização de Sistemas de Informação Low-Code na Área da Saúde 11. João Pedro Fernandes Gonçalves - ABI em Medicina Intensiva
Supervisor
Universidade do Minho Centro ALGORITMI, Portugal
2020/09/01 - 2023/12/21 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).
Supervisor
2020/09/01 - 2023/12/21 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.
Supervisor
2020/09/01 - 2023/12/21 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.
Supervisor
2020 - 2023/12/21 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.
Supervisor
2012/09/01 - 2016/09/15 Availabilty, Performance and Confidence in Healthcare Database Systems - Intelligent Decision Support Systems for Fault Prevention, Medical Informatics
Supervisor
 Doutoramento em Engenharia Biomédica (PhD)
Universidade do Minho Centro ALGORITMI, Portugal
2011/09/01 - 2015/09/15 Pervasive usiness Intelligence: a Marketing Intelligence ramework Proposal
Supervisor
 Programa Doutoral em Tecnologias e Sistemas de Informação (PhD)
Universidade do Minho Centro ALGORITMI, Portugal
2010/09/01 - 2015/09/01 Improving Quality of Information in Health Records with Medical Ontologies
Supervisor
 Programa Doutoral em Engenharia Biomédica (PhD)
Universidade do Minho Centro ALGORITMI, Portugal
2010/09/01 - 2014/09/15 Creating Partly Autonomous Expressive Virtual Actors for Computer Animation
Supervisor
 Programa Doutoral em Tecnologias e Sistemas de Informação (PhD)
Universidade do Minho Centro ALGORITMI, Portugal
2009/09/01 - 2013/09/15 Interoperabilidade, Semântica e o Acto Médico
Supervisor
 Programa Doutoral em Engenharia Biomédica (PhD)
Universidade do Minho Centro ALGORITMI, Portugal
2008/09/01 - 2012/09/15 Data mining languages for business intelligence
Supervisor
 Programa Doutoral em Tecnologias e Sistemas de Informação (PhD)
Universidade do Minho Centro ALGORITMI, Portugal
2008/09/01 - 2012/09/11 Pervasive Intelligent Decision Support in Critical Health Care
Supervisor
 Programa Doutoral em Tecnologias e Sistemas de Informação (PhD)
Universidade do Minho Centro ALGORITMI, Portugal
2006/09/01 - 2009/09/15 Database Marketing Intelligence Methodology Supported by Ontologies and Knowledge Discovery in Databases
Supervisor
 Programa Doutoral em Tecnologias e Sistemas de Informação (PhD)
Universidade do Minho Centro ALGORITMI, Portugal
2004/09/01 - 2008/09/15 “Modelos de Inteligência Artificial na Análise da monitorização de Eventos Clínicos Adversos, Disfunção/Falência de Órgãos e Prognóstico do Doente Crítico
Co-supervisor
 Programa Doutoral em Ciências Biomédicas (PhD)
Universidade do Porto Instituto de Ciências Biomédicas Abel Salazar, Portugal
1998/09/01 - 2002/09/10 ZACCAR – Sistema de Conhecimento para Apoio à Gestão do Relacionamento com Clientes
Co-supervisor
 Programa Doutoral em Sistemas de Informação (PhD)
Universidade do Minho Centro ALGORITMI, Portugal
Distinctions

Award

2023 Portugal Digital Awards 2023 - Centro Hospitalar Universitário de Santo António - Porto | Best Future of Operations Project - iBird
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.  

Other distinction

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