Publication | Closed Access
Multiniche Crowding in Genetic Algorithms and Its Application to the Assembly of DNA Restriction-Fragments
60
Citations
21
References
1994
Year
DnaEngineeringGeneticsMolecular BiologyA Genetic AlgorithmMolecular GeneticsGenomicsSequence AlignmentGene RecognitionDna Restriction-fragmentsMemetic AlgorithmMolecular EcologyGenetic AlgorithmDna ComputingCombinatorial OptimizationEvolution-based MethodDna SequencingMultiniche CrowdingSequence AnalysisDna ReplicationStatistical GeneticsGenetic VariationPopulation GeneticsBioinformaticsFunctional GenomicsSequencingSequencing ComputationsGenetic AlgorithmsEvolutionary BiologyComputational BiologyMultimodal FunctionGenetic EngineeringSystems BiologyMedicineSequence Assembly
The determination of the sequence of all nucleotide base-pairs in a DNA molecule, from restriction-fragment data, is a complex task and can be posed as the problem of finding the optima of a multimodal function. A genetic algorithm that uses multiniche crowding permits us to do this. Performance of this algorithm is first tested using a standard suite of test functions. The algorithm is next tested using two data sets obtained from the Human Genome Project at the Lawrence Livermore National Laboratory. The new method holds promise in automating the sequencing computations.
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