Browsing M.Sc. Computer Science by Author "Alizadeh Noori, Farhad"
A Multi-Objective Genetic Algorithm with Side Effect Machines for Motif DiscoveryAlizadeh Noori, Farhad; Department of Computer Science (Brock University, 2012-09-18)Understanding the machinery of gene regulation to control gene expression has been one of the main focuses of bioinformaticians for years. We use a multi-objective genetic algorithm to evolve a specialized version of side effect machines for degenerate motif discovery. We compare some suggested objectives for the motifs they find, test different multi-objective scoring schemes and probabilistic models for the background sequence models and report our results on a synthetic dataset and some biological benchmarking suites. We conclude with a comparison of our algorithm with some widely used motif discovery algorithms in the literature and suggest future directions for research in this area.