Using a single neuron as a marker selector: a breast cancer case study.

Autor: Blazadonakis ME; Technical University of Crete, Department of Electronic and Computer Engineering, University Campus, Chania Crete, Greece. mblazad@ier.forthnet.gr, Perperoglou A, Zervakis M
Jazyk: angličtina
Zdroj: Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference [Annu Int Conf IEEE Eng Med Biol Soc] 2007; Vol. 2007, pp. 4219-22.
DOI: 10.1109/IEMBS.2007.4353267
Abstrakt: The problem of marker selection in DNA microarray analysis has been mostly addressed by linear methods. RFE-SVM is such a representative method where a linear kernel is used as the basic tool to address the problem. On the other hand a single neuron is known to be a linear estimator. In this study we explore such a single neuron to address the problem of marker selection.
Databáze: MEDLINE