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Teaching Staff


Professor Victor Lobo has a 5 year degree in Electrical and Computer Engineering from IST-University of Lisbon, a MSc and PhD in Computer Science (specialization in Artificial Intelligence) at NOVA SST (with a co-Supervisor from SDSU-USA), and Habilitation in Information Management (specialization in Decision Support Systems), also at the NOVA University. He served for almost 3 years in active duty as Naval Reserve Officer, and stay on as a civilian at the Portuguese Naval Academy where he is, since 2014, Full Professor. Professor Lobo was a member of the Stand-up Committee of the Naval Research Center (CINAV), then Deputy Director for three years, and Director of CINAV until 2019, having overseen all the setting up and development of the center. He has been invited professor at the New University of Lisbon, at NOVA Information Management School (NOVA-IMS), for over 18 years, and has been visiting professor at the French Naval Academy, at the Faculty of Science of Technology of the New University of Lisbon, and at ISCTE-Lisbon, and faculty adjunct San Diego State University. He has worked in several research projects, both as researcher and as Principal Investigator. He has supervised 6 PhD students, 51 MSc, and 50 final projects (of 5 year engineering degree students), and is the author of over 150 scientific papers in journals and conference proceedings. He has participated as researcher, principal investigator, institution or general coordinator in over 30 research projects.

Scientific Publications

Principe, V. A., de Souza Vale, R. G., de Castro, J. B. P., Carvano, L. M., Henriques, R. A. P., Lobo, V. J. D. A. E. S., & de Alkmim Moreira Nunes, R. (2022)

A computational literature review of football performance analysis through probabilistic topic modeling. Artificial Intelligence Review, 55(2). [Advanced online publication on 4 April 2021].

Barros, E., Lobo, V., & Correia, A. (2022)

Holistic View on Detecting DDoS Attacks Using Machine Learning. In V. Lobo, & A. Correia (Eds.), Applications of Machine Learning and Deep Learning for Privacy and Cybersecurity (pp. 118-134). IGI Global.

Lobo, V., & Correia, A. (Eds.) (2022)

Applications of Machine Learning and Deep Learning for Privacy and Cybersecurity. IGI Global.

Santos, R., Moura, R., & Lobo, V. (2022)

Application of Kohonen Maps in Predicting and Characterizing VAT Fraud in a Sub-Saharan African Country. In J. Faigl, M. Olteanu, & J. Drchal (Eds.), Advances in Self-Organizing Maps, Learning Vector Quantization, Clustering and Data Visualization: Dedicated to the Memory of Teuvo Kohonen / Proceedings of the 14th  International Workshop, WSOM+ 2022, Prague, Czechia, July 6-7, 2022 (pp. 74-86). (Lecture Notes in Networks and Systems; Vol. 533). Springer, Cham.

Marques, M. M., Lobo, V., Aguiar, A. P., Silva, J. E., de Sousa, J. B., Nunes, M. D. F., Ribeiro, R. A., Bernardino, A., Cruz, G., & Marques, J. S. (2021)

An unmanned aircraft system for maritime operations: The automatic detection subsystem. Marine Technology Society Journal, 55(1), 38-49.

Marques, M., Elvas, F., Nunes, I. L., Lobo, V., & Correia, A. (2019)

Augmented Reality in the Context of Naval Operations. In T. Ahram , R. Taiar , & W. Karwowski (Eds.), Human Systems Engineering and Design - Proceedings of the 1st  International Conference on Human Systems Engineering and Design IHSED2018: Future Trends and Applications (pp. 307-313). (Advances in Intelligent Systems and Computing; Vol. 876). Cham: Springer Verlag.

Vairinhos, V., Parreira, R., Lampreia, S., Lobo, V., & Galindo, P. (2018)

Vibration analysis based on HJ-biplots. International Journal of Prognostics and Health Management, 9(2), [030].

Bernardo, I., Henriques, R., & Lobo, V. (2018)

Social market: Stock market and twitter correlation. In Intelligent Decision Technologies 2017: Proceedings of the 9th  KES International Conference on Intelligent Decision Technologies, KES-IDT 2017 (pp. 341-356) (advanced online publication on 26 May 2017). (Smart Innovation, Systems and Technologies; Vol. 73). DOI: 10.1007/978-3-319-59424-8_32

Vitor Principe, Luiz Octáio Gavião, Roberto Henriques, Victor Lobo, Gilson Brito Alves Lima and Annibal Parracho Sant’anna (2017)

Multicriteria Analysis of Football Match Performances: Composition Of Probabilistic Preferences Applied To The English Premier League 2015/2016. Pesquisa Operacional, 37 (2), 333-363. DOI: 10.1590/0101-7438.2017.037.02.0333

Fernandes, L., Henriques, R., & Lobo, V. (2014)

Selection of instances in Condition Based Monitoring: the case of aircraft engines. Paper presented at the Maintenance Performance Measurement and Management (MPMM) Conference 2014, Coimbra.

João, P., & Lobo, V. (2014)

How to detect a small cluster in big data? In Atas da 14ª Conferência da Associação Portuguesa de Sistemas de Informação: Os Sistemas de Informação na Saúde (Vol. 14, pp. 162-173). (Atas da Conferencia da Associacao Portuguesa de Sistemas de Informacao). Fundação Luis de Molina. DOI: 10.18803/capsi.v14.162-173

Gorricha, J., Lobo, V., & Costa, A. C. (2013)

A framework for exploratory analysis of extreme weather events using geostatistical procedures and 3D self-organizing maps. International Journal on Advances in Intelligent Systems, 6(1-2), 16-26.

Pinto, A., Lobo, V., Bação, F., & Bacelar-Nicolau, H. (2013)

Self-perception of Health Status and Socio-Economic Differences in the Use of Health Services. In J. Lita da Silva, F. Caeiro, I. Natário & C. A. Braumann (Eds.), Advances in Regression, Survival Analysis, Extreme Values, Markov Processes and Other Statistical Applications (pp. 355-362): Springer Berlin Heidelberg.

Pinto, A., Rodrigues, T., Mendes, J., Bação, F., & Lobo, V. (2013)

Medication and Polymedication in Portugal. In P. E. Oliveira, M. da Graça Temido, C. Henriques & M. Vichi (Eds.), Recent Developments in Modeling and Applications in Statistics (pp. 59-68): Springer Berlin Heidelberg.

Oliveira, P. M., Lobo, V., & Ieee. (2013)

Using integro-differential operators on low cost underwater autonomous vehicles. Paper presented at the 2013 Oceans - San Diego

Vairinhos, V. M., Lobo, V., & Villardon, P. G. (2013)

Data analysis with intersection graphs. Paper presented at the 2013 International Conference on Computational Science, Amsterdam.

Gorricha, J., & Lobo, V. (2012)

Improvements on the visualization of clusters in geo-referenced data using Self-Organizing Maps. Computers & Geosciences, 43, 177-186. doi: 10.1016/j.cageo.2011.10.008

Henriques, R., Bacao, F., & Lobo, V. (2012)

Exploratory geospatial data analysis using the GeoSOM suite. Computers Environment and Urban Systems, 36(3), 218-232. doi: 10.1016/j.compenvurbsys.2011.11.003

Henriques, R., Lobo, V., & Bação, F. (2012)

Spatial Clustering Using Hierarchical SOM. In M. Johnsson (Ed.), Applications of Self-Organizing Maps: InTech.

Martins, P. T., Lobo, V. S., & Ieee. (2011)

Real-Time Decision Support System for Managing Ship Stability under damage 2011 Ieee - Oceans Spain. New York: Ieee.

Henriques, R., Bacao, F., & Lobo, V. (2009)

Carto-SOM: cartogram creation using self-organizing maps. International Journal of Geographical Information Science, 23(4), 483-511.

Vairinhos, V. M., Lobo, V., & Parreira, R. R. (2009)

Introdução à Análise de Dados de manutenção

Correia, F., Vazao, T., & Lobo, V. J. (2009)

Models for pheromone evaluation in Ant Systems for Mobile Ad-hoc networks. In M. Eltoweissy, N. Wakamiya, P. Lorenz & M. M. Freire (Eds.), 2009 First International Conference on Emerging Network Intelligence (pp. 85-90). New York: IEEE.

Henriques, R., Bação, F., & Lobo, V. (2009)

Cartograms, Self-Organizing Maps, and Magnification Control. Paper presented at the Advances in Self-Organizing Maps 7th  International Workshop, WSOM 2009, St. Augustine, USA.

Henriques, R., Bacao, F., & Lobo, V. (2009)

GeoSOM Suite: A Tool for Spatial Clustering. In O. Gervasi, D. Taniar, B. Murgante, A. Lagana, Y. Mun & M. L. Gavrilova (Eds.), Computational Science and Its Applications - Iccsa 2009, Pt I (Vol. 5592, pp. 453-466). Berlin: Springer-Verlag Berlin.

Henriques, R., Bacao, F., & Lobo, V. (2009)

UAV path planning based on event density detection. In S. Dragicevic, D. Roman & V. Tanasescu (Eds.), International Conference on Advanced Geographic Information Systems and Web Services: Geows 2009, Proceedings (pp. 112-116). Los Alamitos: IEEE Computer Soc.

Lobo, V. (2009)

Application of Self-Organizing Maps to the Maritime Environment. In V. V. Popovich, M. Schrenk, C. Claramunt & K. V. Korolenko (Eds.), Information Fusion and Geographic Information Systems, Proceedings (pp. 19-36). Berlin: Springer-Verlag Berlin.

Gorricha, J., & Lobo, V. (2009)

Visualização de Clusters em Dados Georreferenciados: uma abordagem com recurso ao Self-Organizing Map 3D. Paper presented at the JOCLAD 2009, Faro, Portugal.

Martins, P. T., & Lobo, V. (2009)

A tool for automatic routing of auxiliary circuits in ships. Paper presented at the XI Seminário Luso-Espanhol de Economia Empresarial, Faro, Portugal.

Martins, P. T., Lobo, V., & Vairinhos, V. (2009)

Optimizing a container-ship stowage plan using genetic algorithms. Paper presented at the JOCLAD 2009, Faro, Portugal.

Pinto, A., Lobo, V., Bação, F., & Bacelar-Nicolau, H. (2009)

A auto-percepção do estado de saúde e as diferenças sócio-económicas na utilização dos serviços de saúde, ao nível da NUTS II. Paper presented at the XVII Congresso da Sociedade Portuguesa de Estatística, Sesimbra, Portugal.

Silva, A. R., Lobo, V., & Vairinhos, V. (2009)

Modelação de equações estruturais (SEM) para avaliar e monitorizar o Estado de Condição de um sistema mecânico. Paper presented at the JOCLAD 2009, Faro, Portugal.

Bação, F., Lobo, V., & Painho, M. (2008)

Applications of Different Self-Organizing Map Variants to Geographical Information Science Problems Self-Organising Maps, Applications in Geographical Information Science. West Sussex: John Wiley & Sons.

Fincke, T., Lobo, V., & Bação, F. (2008)

Visualizing self-organizing maps with GIS. Paper presented at the GI Days 2008, Munster.

Parreira, R., Vairinhos, V. M., & Lobo, V. (2008)

Detecção e identificação de avarias em motores rotativos usando sensores de baixo custo. Paper presented at the XV Jornadas de Classificação e Análise de Dados, Setúbal.

Vairinhos, V. M., Lobo, V., & Galindo, M. P. (2008)

Data Analysis with Intersection Graphs. Paper presented at the XV Jornadas de Classificação e Análise de Dados, Setúbal.

Vairinhos, V. M., Parreira, R., & Lobo, V. (2008)

Detecção de Tendências na Intensidade das Avarias com base nos registos históricos das intervenções. Paper presented at the Jornadas Técnicas “O Sector Marítimo Português “, Lisboa.

Vairinhos, V., Lobo, V., & Galindo, M. P. (2008)

Intersection Graph - Based representation of Contingency Tables. Paper presented at the XV Jornadas de Classificação e Análise de Dados, Setúbal.