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* [[Bioinformatics]]: [[RNA]] structure prediction<ref name="Batenburg">{{cite journal|vauthors=van Batenburg FH, Gultyaev AP, Pleij CW | title = An APL-programmed genetic algorithm for the prediction of RNA secondary structure | journal = Journal of Theoretical Biology | year = 1995 | volume = 174 | pages = 269–280 | pmid = 7545258 | doi = 10.1006/jtbi.1995.0098|issue= 3 }}</ref>
* [[Bioinformatics]]: [[Motif Discovery]]<ref>{{cite journal|title=Generalizing and learning protein-DNA binding sequence representations by an evolutionary algorithm | doi=10.1007/s00500-011-0692-5 | volume=15|issue=8 |journal=Soft Computing|pages=1631–1642|year=2011 |last1=Wong |first1=Ka-Chun |last2=Peng |first2=Chengbin |last3=Wong |first3=Man-Hon |last4=Leung |first4=Kwong-Sak | s2cid=18253131 }}</ref>
* Biology and [[computational chemistry]]<ref>{{cite web|url=http://www.math.u-bordeaux1.fr/~delmoral/simu-biology.html|title=Del Moral - Biology & Chemistry|work=u-bordeaux1.fr|access-date=2011-12-29|archive-url=https://web.archive.org/web/20120501080114/http://www.math.u-bordeaux1.fr/~delmoral/simu-biology.html#|archive-date=2012-05-01|url-status=dead}}</ref><ref>{{Cite web |url=http://www.math.u-bordeaux1.fr/~delmoral/ihp.ps# |title=an article on genetic particle models |access-date=2011-12-29 |archive-url=https://web.archive.org/web/20120501080256/http://www.math.u-bordeaux1.fr/~delmoral/ihp.ps# |archive-date=2012-05-01 |url-status=dead }}</ref>
* Building [[phylogenetic tree]]s.<ref name="Hill">{{cite journal|vauthors=Hill T, Lundgren A, Fredriksson R, Schiöth HB | title = Genetic algorithm for large-scale maximum parsimony phylogenetic analysis of proteins | journal = Biochimica et Biophysica Acta (BBA) - General Subjects | year = 2005 | volume = 1725 | pages = 19–29 | pmid = 15990235|issue= 1|doi= 10.1016/j.bbagen.2005.04.027 }}</ref>
* [[Expression profiling|Gene expression profiling]] analysis.<ref name="To">{{cite journal|vauthors=To CC, Vohradsky J | title = A parallel genetic algorithm for single class pattern classification and its application for gene expression profiling in Streptomyces coelicolor | journal = BMC Genomics | year = 2007 | volume = 8 | pages = 49 | pmid = 17298664 | doi = 10.1186/1471-2164-8-49|pmc= 1804277}}</ref>
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