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Highlights


 

Research Interests

My research interests are Neural Networks, Deep learning, Transfer Learning, Information Theory, Clustering, Pattern Recognition.

I am a researcher at the Mathematical Engineering Lab - LEMA  (Laboratório de Engenharia Matemática), ISEP, Porto.

I was a researcher at INEB - Instituto de Engenharia Biomédica, Porto, from 2004 to 2016.

 


 

Publications

Check here please.


 

Financed projects

  • I was a member of the project 'Reusable Deep Neural Networks: application to Biomedical Data' (PTDC/EIA-EIA/119004/2010) that ended on September 2015.

  • I was a member of the project 'AdSys - Adaptive Decision Support System for Interactive Scheduling with MetaCognition and User Modelling Experience' (PTDC/EME-GIN/109956/2009) that ended on September 2014.

  • I was a member of the project 'EntNets - Entropic neural networks for the analysis of medical data' (POSC/EIA/56918/2004), which was financed by FCT and ended in Dec. 2008. The goal of the project was the development of new neural networks using entropy as a cost function and their application to the analysis of medical data. Most of the team members are researchers at the Neural Networks Interest Group (NNIG).


 

Teaching

 

I am a professor at the Department of Mathematics at ISEP . I teach Calculus and Algebra to undergraduate courses and Machine Learning to Master Degree.

In 2008-2009 I taught Programming Languages at the Computer Science Department at ISEP.


 

Short CV

  • Assistant Professor at the Depart. of Mathematics at ISEP.
  • Director of the Mathematical Engineering Lab - LEMA  (Laboratório de Engenharia Matemática) from January 2011 to April 2014.
  • Member of the Neural Network Interest Group at FEUP, since 2003.
  • Researcher at LEMA, since 2008
  • Researcher at the Computer Vision and Image Processing Group at INEB - Instituto de Engenharia Biomédica from 2004 to 2016.
  • PhD in Engineering Sciences awarded by the Faculty of Engineering, Porto University, 2007.
  • MSc in Electrical Engineering and Computer Science - option of Industrial Informatics awarded by the Faculty of Engineering, Porto University, 1997.
  • Licenciado in Industrial Informatics by ISEP, School of Engineering, Polytechnic of Porto.
 
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