Title :
A clustering genetic algorithm for inferring protein-protein functional interactions from phylogenetic profiles
Author :
Tapia, Jose Juan ; Vallejo, Edgar E.
Author_Institution :
Dept. of Comput. Sci., ITESM Campus Estado de Mexico, Monterrey
Abstract :
This paper explores the capabilities of genetic algorithms for clustering genomic data. We conducted a series of computational experiments on reconstructing protein-protein interactions from phylogenetic profiles. We validated the proposed model using experimentally confirmed functional associations and known bacterial operons. Experimental results demonstrated that clustering genetic algorithms produce competitive results with respect to traditional clustering methods.
Keywords :
biology computing; genetic algorithms; genetics; pattern clustering; proteins; bacterial operons; clustering genetic algorithm; genomic data; phylogenetic profiles; protein-protein functional interactions; Bioinformatics; Clustering algorithms; Computational biology; Databases; Genetic algorithms; Genomics; Organisms; Phylogeny; Proteins; Sequences;
Conference_Titel :
Evolutionary Computation, 2008. CEC 2008. (IEEE World Congress on Computational Intelligence). IEEE Congress on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-1822-0
Electronic_ISBN :
978-1-4244-1823-7
DOI :
10.1109/CEC.2008.4631168