Bmc Bioinformatics, N Ancona, R Maglietta, A Piepoli, R Cotugno, M Savino, ...
Research article On the statistical assessment of classifiers using DNA microarray data
SPARSE VS DENSE DATA REPRESENTATIONS IN KERNEL METHODS (2008)
N. Ancona, R. Maglietta, E. Stella
This paper focuses on the problem of how data representation influences the generalization error of kernel based learning machines like Support Vector Machines (SVM) for classification. Frame theory...
Maglietta, R., Piepoli, A., Catalano, D., Licciulli, F., Carella, M., Liuni, S., ...
Motivation: A major challenge in current biomedical research is the identification of cellular processes deregulated in a given pathology through the analysis of gene expression profiles. To this...
On the statistical assessment of classifiers using DNA microarray data (2006)
Ancona, N, Maglietta, R, Piepoli, A, D'Addabbo, A, Cotugno, R, Savino, M, ...
Abstract Background In this paper we present a method for the statistical assessment of cancer predictors which make use of gene expression profiles. The methodology is applied to a new data set of...