BIOINK- Incremental Kernel Learning for Biological Data Analysis
Description
Development of computationally efficient ways to exploit large scale datasets using kernel machines, focusing on the design of incremental learning techniques.
Researchers
Funded by
FCT
Partners
CNC, ISEC
Keywords
computational biology; kernel machines.
Start Date
2008-01-01
End Date
2011-01-01
Journal Articles
Conference Articles
2012
(1 publication) 2011
(6 publications) - Noel Lopes and Ribeiro, B. , "An Incremental Class Boundary Preserving Hypersphere Classifier", in B.-L. Lu, L. Zhang, and J. Kwok (Eds.):ICONIP 2011, Part II, LNCS 7063, pp. 690--699. Springer, Heidelberg (2011), 2011
- Morgado, L.M. and Pereira, C. and Verissimo, P. and António Dourado , "Peptidase Detection and Classification Using Enhanced Kernel Methods with Feature Selection", in 5th International Conference on Practical Applications of Computational Biology & Bioinformatics, Salamanca, Spain (2011), 2011
- Correia, D. and Pereira, C. and Verissimo, P. and António Dourado , "A Platform for Peptidase Detection based on Text Mining Techniques", in International Symposium on Computational Intelligence for Engineering Systems, Coimbra, Portugal (2011), 2011
- Oliveira, J. and Correia, D. and Pereira, C. and Verissimo, P. and António Dourado , "A Tool for Biomedical Documents Classification using Support Vector Machines ", in International Symposium on Computational Intelligence for Engineering Systems, Coimbra, Portugal (2011), 2011
- Morgado, L.M. and Pereira, C. and Verissimo, P. and António Dourado , "Efficient Discriminative Models for Proteomics with Simple and Optimized Features", in International Symposium on Computational Intelligence for Engineering Systems, Coimbra, Portugal (2011), 2011
- Pereira, C. and Morgado, L.M. and Correia, D. and Verissimo, P. and António Dourado , "Kernel Machines for Proteomics Data Analysis: Algorithms and Tools", in 11th European Network for Business and Industrial Statistics, Coimbra, Portugal (2011), 2011
2010
(1 publication) Book Chapters
2013
(3 publications) - Pereira, C. and António Dourado and Correia, D. and Verissimo, P. , "A Platform for Peptidase Detection based on Text Mining Techniques", in Computational Intelligence and Decision Making - Trends and Applications, From Intelligent Systems, Control and Automation: Science and Engineering Bookseries, , vol. 61, pp. 449-459, 2013
- Morgado, L.M. and Pereira, C. and Verissimo, P. and António Dourado , "Efficient Discriminative Models for Proteomics with Simple and Optimized Features ", in Computational Intelligence and Decision Making - Trends and Applications, From Intelligent Systems, Control and Automation: Science and Engineering Bookseries, vol. 61, pp. 89-98, 2013
- Oliveira, J. and Correia, D. and Pereira, C. and Verissimo, P. and António Dourado , "A Tool for Biomedical Documents Classification using Support Vector Machines", in Computational Intelligence and Decision Making, - Trends and Applications, From Intelligent Systems, Control and Automation: Science and Engineering, Bookseries, vol. 61, pp. 407-416, 2013
2011
(1 publication)
