15 search results - page 1 / 3 » Hierarchical Cost-Sensitive Algorithms for Genome-Wide Gene ... |
JMLR
2010
12 years 11 months ago
2010
In this work we propose new ensemble methods for the hierarchical classification of gene functions. Our methods exploit the hierarchical relationships between the classes in diffe...
BMCBI
2010
13 years 4 months ago
2010
Background: S. cerevisiae, A. thaliana and M. musculus are well-studied organisms in biology and the sequencing of their genomes was completed many years ago. It is still a challe...
BIBM
2008
IEEE
13 years 11 months ago
2008
IEEE
The study of gene function is critical in various genomic and proteomic fields. Due to the availability of tremendous amounts of different types of protein data, integrating thes...
EVOW
2009
Springer
13 years 8 months ago
2009
Springer
Abstract. This paper proposes a novel Ant Colony Optimisation algorithm for the hierarchical problem of predicting protein functions using the Gene Ontology (GO). The GO structure ...
CSB
2004
IEEE
13 years 8 months ago
2004
IEEE
The soundness of clustering in the analysis of gene expression profiles and gene function prediction is based on the hypothesis that genes with similar expression profiles may imp...