Publications of Giovanni Felici

This page shows all publications that appeared in the IASI annual research reports. Authors currently affiliated with the Institute are always listed with the full name.

You can browse through them using either the links of the following line or those associated with author names.

Show all publications of the year  2013, with author Felici G., in the category IASI Research Reports (or show them all):


IASI Research Report n. 13-18  (Previous    Next)  

Weitschek E., Giovanni Felici, Paola Bertolazzi

Microarray Logic Analyzer Software

ABSTRACT
Clustering and classification of gene expressions are common tasks in microarray analysis. We designed and implemented a software - called Microarray Logic Analyzer (MALA) - able to classify the microarray experiments and to cluster the gene expression profiles. MALA uses a supervised machine learning paradigm and is composed on the following computational steps: - Discretization; - Gene clustering; - Feature selection; - Formulas computation; - Classification. After the introduction of the microarray technology this technical report describes MALA methods, software modules and its deployment with different user interfaces. The software is tested successfully on two real public available gene expression profiles and on a private real microarray Alzheimer data set. MALA is able to identify logic classification rules that distinguish the different classes of the microarray experiments and to cluster similar behaving genes. In conclusion, MALA is a powerful and reliable software for microarray gene expression analysis.
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