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[25],,,examined,,,performance,,,of,,,twelve,,,coefficients,,,for,,,clustering,,,,similarity,,,searching,,,and,,,compound,,,selectionfocused,,,on,,,data,,,from,,,a,,,single,,,knowledge,,,area,,,,for,,,example,,,biological,,,data,,,,and,,,conducted,,,a,,,comparison,,,in,,,favor,,,of,,,profile,,,similarity,,,measures,,,for,,,genetic,,,interaction,,,networksFor,each,dataset,we,examined,all,four,distance,based,algorithms,,and,each,algorithms’,quality,of,clustering,has,been,evaluated,by,each,12,distance,measures,as,it,is,demonstrated,in,Fig,1pmid:15940994,View,Article,PubMed/NCBI,Google,Scholar,34This,is,a,special,case,of,the,Minkowski,distance,when,m,=,2Assessment,,,and,,,prediction,,,of,,,air,,,quality,,,using,,,fuzzy,,,logic,,,and,,,autoregressive,,,models32Author,ContributionsConceived,and,designed,the,experiments:,ASS,SA,TYWInt,,J,,Math,,Model,,methods,,Appl,,SciZahn,,CTA,dynamic,fuzzy,cluster,algorithm,for,time,seriesThe,,,key,,,contributions,,,of,,,this,,,paper,,,are,,,as,,,follows:,,,Twelve,,,similarity,,,measures,,,frequently,,,used,,,for,,,clustering,,,continuous,,,data,,,from,,,various,,,fields,,,are,,,compiled,,,in,,,this,,,study,,,to,,,be,,,evaluated,,,in,,,a,,,single,,,frameworkView,Article,PubMed/NCBI,Google,Scholar,42From,the,results,they,concluded,that,no,single,coefficient,is,appropriate,for,all,methodologiesAssuming,,,that,,,the,,,number,,,of,,,clusters,,,required,,,to,,,be,,,created,,,is,,,an,,,input,,,value,,,k,,,,the,,,clustering,,,problem,,,is,,,defined,,,as,,,follows,,,[26]:,,,Definition,,,1,,,Given,,,a,,,dataset,,,D,,,=,,,{v1,,,,v2,,,,,,,,vn},,,of,,,data,,,vectors,,,and,,,an,,,integer,,,value,,,k,,,,the,,,clustering,,,problem,,,is,,,to,,,define,,,a,,,mapping,,,f:,,,D,,,,,,{1,,,,,,,,k,,,},,,where,,,each,,,vi,,,is,,,assigned,,,to,,,one,,,cluster,,,Cj,,,,1,,,,,,j,,,,,,k c16eaae032
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