Photo of Felipe Campelo

Felipe Campelo

Ph.D. Systems Science and Informatics, M.Sc. Information Science and Technology, B.Eng. Electrical Engineering

    • School of Engineering and Applied Science, Aston University

      B4 7ET Birmingham

      United Kingdom

    20042020

    Research output per year

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    Personal profile

    General

    Felipe Campelo is a Lecturer in Computer Science at Aston University, where he currently teaches Data Mining and Data Science Programming.

    After graduating as an Electrical Engineer from Universidade Federal de Minas Gerais (UFMG, Brazil) in 2003, Felipe received a Monbusho scholarship from the Japanese government to pursue his postgraduate studies in Hokkaido University, Japan, where he received first his M.Sc. (Information Science and Technology, 2006) and then his Ph.D. (Systems Science and Informatics, 2009). He then held a postdoctoral position at UFMG between 2009-10, before joining their Department of Electrical Engineering in August 2010. While at UFMG he supervised over 15 postgraduate students and acted as deputy head of department between 2013 and 2017.

    More information is available on ResearchGate or in the Lattes Platform (in Portuguese).

    Research Interests

    Dr. Campelo's current research focuses on the development of integrated solution frameworks for data analytics, seamlessly connecting data mining, statistical modelling, multi-objective optimisation and decision making for the solution of a variety of problems in science and engineering. These include applications in areas as diverse as optimisation of electromagnetic devices, reliability modelling and optimisation of electrical power distribution systems, transportation logistics, and the analysis and modelling of biological sequence and signals data. He is also involved with the development of methodologically and statistically sound protocols for the experimental comparison of optimisation and machine learning algorithms.

     

    Teaching Activity

    Undergraduate modules:

    • CS3440 / DC3440 - Data Mining

    Graduate Modules:

    • CS4850 - Data Mining
    • DS40DP - Data Science Programming

    Membership of Professional Bodies

    Institute of Electrical and Electronics Engineers (IEEE)

    • Computational Intelligence Society

    Association for Computing Machinery (ACM)

    • Special Interest Group on Genetic and Evolutionary Computation

    Foundation for Open Access Statistics (FOAS)

    Brazilian Society for Computational Intelligence (SBIC/ABRICOM)

     

    Employment

    2019 - present: Lecturer in Computer Science, Aston University

    2010 - 2018: Assistant/Associate Professor, Department of Electrical Engineering, UFMG, Brazil

    2009 - 2010: Post-doctoral associate, Department of Electrical Engineering, UFMG, Brazil

    Education/Academic qualification

    FHEA

    Award Date: 12 May 2020

    PhD

    3 Apr 200630 Jan 2009

    Award Date: 26 Mar 2009

    MSc

    1 Sep 200426 Mar 2006

    Award Date: 26 Mar 2006

    BSc

    1 Mar 199830 Jun 2003

    Award Date: 4 Aug 2003

    External positions

    Associate Professor

    6 Aug 201820 Jan 2019

    Assistant Professor

    6 Aug 20105 Aug 2019

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    Research Output

    A recombination-based matheuristic for mixed integer programming problems with binary variables

    Maravilha, A. L., Carrano, E. G. & Campelo, F., 1 Jan 2020, In : International Transactions in Operational Research. 27, 1, p. 418-434 17 p.

    Research output: Contribution to journalArticle

  • The MOEADr Package – A Component-Based Framework for Multiobjective Evolutionary Algorithms Based on Decomposition

    Campelo, F., Batista, L. & Aranha, C., 23 Feb 2020, In : Journal of Statistical Software. 92, 6, p. 1-39

    Research output: Contribution to journalArticle

    Open Access
    File
  • Classification of EEG Signals Based on Image Representation of Statistical Features

    Ashford, J., Bird, J., Campelo, F. & Faria, D., 30 Aug 2019, Advances in Computational Intelligence Systems - Contributions Presented at the 19th UK Workshop on Computational Intelligence, 2019. Ju, Z., Zhou, D., Gegov, A., Yang, L. & Yang, C. (eds.). Springer, Vol. 1043. p. 449-460 12 p. (Advances in Intelligent Systems and Computing; vol. 1043).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Multi-objective evolutionary algorithms for the truck dispatch problem in open-pit mining operations

    Alexandre, R. F., Campelo, F. & de Vasconcelos, J. A., 30 Nov 2019, In : Learning and Nonlinear Models. 17, 2, p. 53-66

    Research output: Contribution to journalArticle

  • Sample size estimation for power and accuracy in the experimental comparison of algorithms

    Campelo, F. & Takahashi, F., 15 Apr 2019, In : Journal of Heuristics. 25, 2, p. 305-338 34 p.

    Research output: Contribution to journalArticle

    Open Access
    File
  • Prizes

    Senior Fellowship of AdvanceHE/HEA

    Campelo, Felipe (Recipient), 2020

    Prize: Other distinction

    Best R&D Project

    Eduardo G. Carrano (Recipient), Campelo, Felipe (Recipient), Lucas S. Batista (Recipient) & Ricardo Takahashi (Recipient), 2019

    Prize: Prize (including medals and awards)

  • Best PhD Thesis in Electrical Engineering, UFMG/Brazil

    Fillipe Goulart (Recipient) & Campelo, Felipe (Recipient), 2019

    Prize: Prize (including medals and awards)

    File
  • Professor Honoured

    Campelo, Felipe (Recipient), 2018

    Prize: Other distinction

  • Professor Honoured

    Campelo, Felipe (Recipient), 2016

    Prize: Other distinction

  • Activities

    Sample size calculations for the experimental comparison of algorithms

    Felipe Campelo Franca Pinto (Speaker)

    12 Jul 2019

    Activity: Talk or presentation typesInvited talk

    2nd International Workshop on Computational Intelligence for Massive Optimization

    Felipe Campelo Franca Pinto (Participant)

    11 Jul 201912 Jul 2019

    Activity: Participating in or organising an event typesParticipation in conference

    Genetic and Evolutionary Computation Conference, GECCO '17

    Felipe Campelo Franca Pinto (Participant)

    2017 → …

    Activity: Participating in or organising an event typesParticipation in conference

    Complexity (Journal)

    Felipe Campelo Franca Pinto (Editorial board member)

    20172018

    Activity: Publication peer-review and editorial work typesPublication peer-review

    Evolutionary algorithms in Aeronautical Optimisation - some results and challenges

    Felipe Campelo Franca Pinto (Speaker)

    20 Jul 2016

    Activity: Talk or presentation typesInvited talk