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José Manuel Oliveira is an Assistant Professor at the Faculty of Economics of the University of Porto, in the Mathematics and Information Systems Group and a Researcher at the Institute of Systems and Computer Engineering, Technology and Science (INESC TEC). He graduated in Computer Science, got a Master's degree in Electrical and Computer Engineering - Telecommunications and got a PhD in Science Engineering, all at the University of Porto. His areas of scientific activity are data science and business analytics. Presently his research interests include time series modeling and forecasting using Statistics, Machine Learning and Deep Learning. He has been involved in several European and National research projects with technological companies.
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Identification

Personal identification

Full name
José Manuel Soares Oliveira

Citation names

  • Oliveira, José Manuel

Author identifiers

Ciência ID
D31E-1559-B04E
ORCID iD
0000-0002-8516-6418
AuthenticusID
R-000-8PG
Google Scholar ID
R_BWA14AAAAJ
Researcher Id
AAC-7431-2020
Scopus Author Id
7202452222

Email addresses

  • jmo@fep.up.pt (Professional)
  • jmo@inesctec.pt (Professional)
  • jose.m.oliveira@inesctec.pt (Professional)

Telephones

Telephone
  • 222094000 (Professional)
  • 225571100 (Professional)

Addresses

  • Faculdade de Economia da Universidade do Porto. Rua Dr. Roberto Frias, s/n, 4200-464, Porto, Porto, Portugal (Professional)

Websites

Knowledge fields

  • Exact Sciences - Computer and Information Sciences
  • Exact Sciences - Mathematics

Languages

Language Speaking Reading Writing Listening Peer-review
Portuguese Advanced (C1) Advanced (C1) Advanced (C1) Advanced (C1)
English Intermediate (B1) Advanced (C1) Intermediate (B1) Intermediate (B1)
French Beginner (A1) Intermediate (B1) Beginner (A1) Beginner (A1)
Spanish; Castilian Intermediate (B1) Intermediate (B1) Beginner (A1) Intermediate (B1)
Education
Degree Classification
2005
Concluded
 Doutoramento em Ciências da Engenharia (Doutoramento)
Universidade do Porto Faculdade de Engenharia, Portugal
"An Adaptation Methodology for the Presentation of Multimedia Contents in the Virtual Home Environment" (THESIS/DISSERTATION)
 Aprovado
1996
Concluded
 Mestrado em Engenharia Electrotécnica e de Computadores - Ramo de Telecomunicações (Mestrado)
Universidade do Porto Faculdade de Engenharia, Portugal
"Conception of Multimedia Kiosk Systems (in Portuguese)" (THESIS/DISSERTATION)
 Muito Bom
1992
Concluded
 Matemática Aplicada - Ramo de Ciência de Computadores (Licenciatura)
Universidade do Porto Faculdade de Ciências, Portugal
"n/a" (THESIS/DISSERTATION)
 14 Valores
Affiliation

Science

Category
Host institution 		Employer
1992/11/02 - Current Researcher (Research) Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal

Teaching in Higher Education

Category
Host institution 		Employer
2005/04/28 - Current Assistant Professor (University Teacher) Universidade do Porto Faculdade de Economia, Portugal
1995/11/13 - 2005/04/27 Assistant (University Teacher) Universidade do Porto Faculdade de Economia, Portugal

Others

Category
Host institution 		Employer
1994/01/03 - 1995/12/29 Praxis XXI MSc Grant Fundação para a Ciência e a Tecnologia, Portugal
Projects

Contract

Designation Funders
2023/10/25 - 2027/10/24 Using Image-based AI for Insect Monitoring & Conservation (InsectAI)
COST Action CA22129
Post-doc
Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal
 European Union's Research and Innovation
Ongoing
2023/09/26 - 2027/09/25 Data-driven Applications Towards the Engineering of Functional Materials: an Open Network (DAEMON)
COST Action CA22154
Post-doc
Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal
 European Union's Research and Innovation
Ongoing
2023/09/09 - 2027/09/08 Precision Medicine in Biliary Tract Cancer (Precision-BTC-Network)
COST Action CA22125
Post-doc
Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal
 European Union's Research and Innovation
Ongoing
2010/09/01 - 2014/08/31 SELF-PVP - Gestão auto-organizada de potência numa central de produção de energia fotovoltaica
CMU-PT/SIA/0005/2009
Post-doc
Fundação para a Ciência e a Tecnologia
Concluded
2009/02/01 - 2012/07/31 Multicast and mobility management in heterogeneous access networks
PTDC/EEA-TEL/74471/2006
Post-doc
Instituto de Engenharia de Sistemas e Computadores, Portugal

Instituto de Telecomunicações Lisboa, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
2009/06/01 - 2012/07/24 SITME - Serviços Integrados para Transportes Metropolitanos
SI IDT - 5590/2008
Post-doc
Agência Nacional de Inovação SA
Concluded
2011/02 - 2012/02 MultiRadioAccess - Agregação de redes de acesso HSPA e WiFi para disponibilização de débito superior ao das redes individuais
INESCP-SERV-09/11
Post-doc
Altice Labs
Concluded
2009/04/01 - 2011/12/31 Portal Douro - Portal Regional para a Região do Douro
Norte-02-0169-FEDER-000005
Post-doc
Comissao de Coordenacao e Desenvolvimento Regional do Norte
Concluded
2006/11 - 2008/12 DAIDALOS II - Designing Advanced network Interfaces for the Delivery and Administration of Location independent, Optimised personal Services (Second Phase)
FP6-2004-IST-4-026943
Post-doc
European Union's Research and Innovation
Concluded
2002 - 2003 OPIUM - Open Platform for Integration of UMTS Middleware
IST-2001-36063
Researcher
European Union's Research and Innovation
Concluded
2000 - 2001 VESPER - Virtual Home Environment for Service Personalization and Roaming Users
IST-1999-10825
Researcher
European Union's Research and Innovation
Concluded
1996 - 1999 SCREEN - Service Creation Engineering Environment
ACTS-AC227
Researcher
European Union's Research and Innovation
Concluded
Outputs

Publications

Book chapter
  1. José Manuel Oliveira; Patrícia Ramos. "Cross-Learning-Based Sales Forecasting Using Deep Learning via Partial Pooling from Multi-level Data". 2023.
    10.1007/978-3-031-34204-2_24
Conference paper
  1. Ramos, Patrícia; Oliveira, José Manuel. "Leveraging Transformers for Accurate Sales Forecasting in Retail Businesses". Paper presented in 4th International Electronic Conference on Applied Sciences (ASEC 2023), online, 2023.
  2. Ramos, P.; Oliveira, José Manuel. "Sales forecasting with machine learning methods using external information for the retail supply chain". Paper presented in 42nd International Symposium on Forecasting, Oxford, 2022.
  3. Ramos, P.; Oliveira, José Manuel; Kourentzes, N.; Fildes, R.. "Comparing penalized dynamic regression with time series methods for modeling and forecasting retail product sales". Paper presented in 41st International Symposium on Forecasting, Virtual + Local Hubs, 2021.
  4. Ramos, P.; Oliveira, José Manuel. "Support vector machines framework for forecasting retail product sales". Paper presented in 40th International Symposium on Forecasting, Virtual, 2020.
  5. Svetunkov, I.; Boylan, J.; Ramos, P.; Oliveira, José Manuel. "Forecasting intermittent data with complex patterns". Paper presented in 38th International Symposium on Forecasting, Colorado, 2018.
  6. Pinho, JM; Oliveira, JM; Ramos, P. "Sales Forecasting in Retail Industry Based on Dynamic Regression Models". 2016.
    10.3233/978-1-61499-668-2-483
  7. Ramos, P; Oliveira, JM; Rebelo, R. "Evaluating the Forecasting Accuracy of Pure Time Series Models on Retail Data". 2016.
    10.3233/978-1-61499-668-2-489
  8. Ribeiro, C; Oliveira, JM; Ramos, P. "Management of Promotional Activity Supported by Forecasts Based on Assorted Information". 2016.
    10.3233/978-1-61499-668-2-477
  9. Abdellatif, MM; Oliveira, JM; Ricardo, M. "Neighbors and Relative Location Identification Using RSSI in a Dense Wireless Sensor Network". 2014.
    10.1109/MedHocNet.2014.6849116
  10. Abdellatif, MM; Oliveira, JM; Ricardo, M. "The Effect of Data Aggregation on the Performance of a Wireless Sensor Network Employing a Polling Based Data Collecting Technique". 2013.
    10.1109/WD.2013.6686479
  11. Novo, N.; Gomes, A.; Neves, P.; Ricardo, M.; Oliveira, J.M.. "Video streaming over multi-radio access networks: An access aggregation approach". Paper presented in 20th International Conference on Software, Telecommunications and Computer Networks, SoftCOM 2012, 2012.
  12. Abdellatif, M.M.; Oliveira, J.M.; Ricardo, M.; Steenkiste, P.. "Impact of data collecting techniques on the performance of a wireless sensor network". Paper presented in International Symposium on Wireless Communication Systems, 2012.
    10.1109/ISWCS.2012.6328340
  13. Oliveira, L.; Rodrigues, A.; Nunes, H.; Dias, L.; Coelho, A.; Oliveira, J.M.; Carrapatoso, E.; Leitao, M.J.. "Web based geographic information platform for tourism". Paper presented in 6th Iberian Conference on Information Systems and Technologies, CISTI 2011, 2011.
  14. Almeida, F; Cruz, J; Oliveira, J. "Mitigating the Security Risks of Unified Communications". 2009.
  15. Almeida, F; Cruz, J; Oliveira, J. "A PROPOSED UNIFIED COMMUNICATIONS PLATFORM BASED ON OPEN SOURCE TECHNOLOGIES". 2009.
  16. Del Monego, HI; Oliveira, JM; Ricardo, M. "Performance Analysis of Joint Radio Resource Management Strategies for Beyond 3G Networks". 2009.
    10.1109/ngmast.2009.70
  17. Almeida, F.; Oliveira, J.; Cruz, J.. "Unified communications: Different approaches for different types of enterprises". Paper presented in IADIS International Conference Informatics 2009, Part of the IADIS Multi Conference on Computer Science and Information Systems, MCCSIS 2009, 2009.
  18. Del Monego, Hermes Irineu; Oliveira, Jose Manuel; Ricardo, Manuel. "A resource management strategy for interconnected WLAN and UMTS networks based on user mobility, call renegotiation, and call reallocation". Paper presented in 6th International Symposium on Wireless Communication Systems, 2009.
    10.1109/iswcs.2009.5285348
  19. Del Monego, HI; Oliveira, JM; Ricardo, M. "Resource Management in Multi-Radio Renegotiation and Re-allocation calls.". 2008.
  20. Monego, HID; Oliveira, JM; Ricardo, M. "Gestão de recursos multi-rádio com renegociação e re-alocação de chamadas". 2008.
  21. Oliveira, JM; Carrapatoso, E. "Using telecommunications middleware to dynamically adapt multimedia services". Paper presented in 14th International Workshop on Systems, Signals and Image Processing and 6th EURASIP Conference focused on Speech and Image Processing, Multimedia Communications and Services, 2007.
    10.1109/iwssip.2007.4381104
  22. Vassilis Kaldanis; Renato Roque; Amardeo Sarma; Oliveira, José Manuel; Riccardo Pascotto. "Business Aspects of Federated Pervasiveness in the Daidalos Context". Paper presented in International Symposium on Wireless Personal Multimedia Communications, 2007.
  23. Renato Roque; Oliveira, José Manuel; Filipe Passos Pinto; Manuel Dinis; Prof. Eurico Manuel Elias Carrapatoso. "3G Service Provision Experience Over UMTS Middleware Platforms". Paper presented in EURESCOM Summit - Evolution of Broadband Services, 2003.
  24. Oliveira, José Manuel; Renato Roque; Manuel Dinis; Prof. Eurico Manuel Elias Carrapatoso. "Provision of Mobile Multimedia over UMTS Middleware Platforms". Paper presented in IST Mobile & Wireless Communications Summit, 2003.
  25. Oliveira, JM; Roque, R; Carrapatoso, E; Portschy, H; Hovanyi, D; Berenyi, I. "Mobile multimedia in vesper virtual home environment". 2002.
    10.1109/icme.2002.1035895
  26. Moura, J.A.; Oliveira, J.M.; Carrapatoso, E.; Roque, R.. "Service provision & resource discovery in the VESPER VHE". Paper presented in IEEE International Conference on Communications, 2002.
  27. Renato Roque; Oliveira, José Manuel; Prof. Eurico Manuel Elias Carrapatoso; Erwin Postmann. "Roaming in a Virtual Home Environment for 3G Services". Paper presented in EURESCOM Summit - Powerful Networks for Protifable Services, 2002.
  28. Renato Roque; Teresa Soares; Oliveira, José Manuel. "VESPER Project - Validation of VHE Concept". Paper presented in Conferência de Telecomunicações, 2001.
  29. Renato Roque; Oliveira, José Manuel; Simone Sedillot; Prof. Eurico Manuel Elias Carrapatoso. "3rd Generation Services Provision in Virtual Home Environment". Paper presented in EURESCOM Summit - 3G Technologies and Applications, 2001.
  30. Oliveira, José Manuel; Prof. Eurico Manuel Elias Carrapatoso; Moreira, Rui Silva; Eduarda Mendes. "Development of a Distributed Digital Library: From Specification to Code Generation". Paper presented in Jornadas de Engenharia de Telecomunicações e Computadores, 1999.
  31. Prof. Eurico Manuel Elias Carrapatoso; Moreira, Rui Silva; Oliveira, José Manuel; Ribeiro, Nuno Magalhães. "A Virtual Digital Library". Paper presented in Euroconference - New Technologies For Higher Education, 1998.
Conference poster
  1. Moreira, Rui Silva; Prof. Eurico Manuel Elias Carrapatoso; Oliveira, José Manuel; Gordon Blair. "New Architectural Trends for Adaptive Digital Libraries". Paper presented in European Conference on Research and Advance Technology for Digital Libraries, 2000.
Journal article
  1. Patrícia Ramos; José Manuel Oliveira. "Robust Sales forecasting Using Deep Learning with Static and Dynamic Covariates". Applied System Innovation (2023): https://doi.org/10.3390/asi6050085.
    10.3390/asi6050085
  2. Oliveira, JM; Ramos, P. "Investigating the Accuracy of Autoregressive Recurrent Networks Using Hierarchical Aggregation Structure-Based Data Partitioning". BIG DATA AND COGNITIVE COMPUTING (2023):
    10.3390/bdcc7020100
  3. Patrícia Ramos; José Manuel Oliveira; Nikolaos Kourentzes; Robert Fildes. "Forecasting Seasonal Sales with Many Drivers: Shrinkage or Dimensionality Reduction?". Applied System Innovation (2022): https://doi.org/10.3390/asi6010003.
    10.3390/asi6010003
  4. Oliveira, J.M.; Patricia Ramos. "Assessing the Performance of Hierarchical Forecasting Methods on the Retail Sector". Entropy (2019): https://www.mdpi.com/1099-4300/21/4/436.
    10.3390/e21040436
  5. Oliveira, José. "A Procedure for Identification of Appropriate State Space and ARIMA Models Based on Time-Series Cross-Validation". Algorithms (2016): http://www.mdpi.com/1999-4893/9/4/76.
    10.3390/a9040076
  6. Abdellatif, MM; Oliveira, JM; Ricardo, M. "The self-configuration of nodes using RSSI in a dense wireless sensor network". TELECOMMUNICATION SYSTEMS (2016):
    10.1007/s11235-015-0105-7
  7. Del Monego, H.; Carneiro, G.; Oliveira, J.M.; Ricardo, M.. "An ns-3 architecture for simulating joint radio resource management strategies in interconnected WLAN and UMTS networks". European Transactions on Telecommunications 23 6 (2012): 537-549. http://www.scopus.com/inward/record.url?eid=2-s2.0-84867300412&partnerID=MN8TOARS.
    10.1002/ett.2508
  8. Almeida, F; Oliveira, J; Cruz, J. "Open Standards And Open Source: Enabling Interoperability". International Journal of Software Engineering & Applications (2010): https://www.authenticus.pt/P-00K-9SD.
    10.5121/ijsea.2011.2101
  9. Oliveira, J.M.; Carrapatoso, E.M.. "Evaluating the adaptation of multimedia services using a constraints-based approach". Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 5960 LNCS (2010): 70-88. http://www.scopus.com/inward/record.url?eid=2-s2.0-77952008149&partnerID=MN8TOARS.
    10.1007/978-3-642-12349-8_5
  10. Almeida, FFL; Oliveira, JM; Cruz, JM. "Paths to Innovate Business Models in an Economic Downturn". International Journal of Business and Management (2009):
    10.5539/ijbm.v4n11p29
  11. Oliveira, J.M.; Carrapatoso, E.. "Dynamic generation of SMIL-based multimedia interfaces". Journal of Multimedia 3 4 (2008): 14-25. http://www.scopus.com/inward/record.url?eid=2-s2.0-78651536771&partnerID=MN8TOARS.
  12. Santos, F.; Oliveira, J.M.; Roque, R.; Korthals, I.; Pascotto, R.. "Business exploitation cases for providing pervasiveness services". Proceedings of the 10th International Conference on Information Integration and Web-based Applications and Services, iiWAS 2008 (2008): 609-612. http://www.scopus.com/inward/record.url?eid=2-s2.0-70349109079&partnerID=MN8TOARS.
    10.1145/1497308.1497423
  13. Oliveira, J.M.; Carrapatoso, E.M.. "Using context information for tailoring multimedia services to user's resources". Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 4787 LNCS (2007): 138-148. http://www.scopus.com/inward/record.url?eid=2-s2.0-38149056453&partnerID=MN8TOARS.
    10.1007/978-3-540-75869-3_12
  14. Oliveira, José Manuel; Prof. Eurico Manuel Elias Carrapatoso. "A Constraint-Based Approach to Dynamically Adapt Multimedia Interfaces". Journal of Mobile Multimedia 3 2 (2007): 179-196.
  15. Oliveira, J; Roque, R; Sedillot, S; Carrapatoso, E. "Creation of 3(rd) generation services in the context of Virtual Home Environment". Lecture Notes in Computer Science 2093 (2001): 27-36. https://www.authenticus.pt/P-000-XJF.
    10.1007/3-540-47728-4_3
Journal issue
  1. Oliveira, José Manuel; Ramos, Patrícia. "Special Issue "Supply Chain Forecasting with Machine Learning Approaches"". Forecasting Journal (ISSN 2571-9394) (2023): https://www.mdpi.com/journal/forecasting/special_issues/688G9N2SB4.
    Published
  2. Ramos, Patrícia; Oliveira, José Manuel. "Special Issue "Advancements in Deep Learning and Its Applications"". Applied System Innovation Journal (ISSN 2571-5577) (2023): https://www.mdpi.com/journal/asi/special_issues/I282281W83.
    Published
Report
  1. Oliveira, José Manuel; Isabelle Korthals; Fernando Santos; Vasilis Kaldanis; Renato Roque; Fransisco Fontes; António Romero. 2008. Daidalos II Business Scenarios and Exploitation Report.
Thesis / Dissertation
  1. "An Adaptation Methodology for the Presentation of Multimedia Contents in the Virtual Home Environment". PhD, Universidade do Porto Faculdade de Engenharia, 2005.
  2. "Concepção de Sistemas Quiosque Multimédia". Master, Universidade do Porto Faculdade de Engenharia, 1996.