?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=%0D%0ACLUSTER+ANALYSIS+OF+WARD+AND+K-MEANS+METHODS+TO+GROUP%0D%0AREGENCY-CITY+IN+WEST+JAVA+PROVINCE+BASED+ON%0D%0APARTICIPATION+OF+WOMEN+IN+DEVELOPMENT++&rft.creator=RAHMA+%2C+NURKHOLIZ&rft.subject=370+Pendidikan&rft.description=%0D%0ACluster+analysis+is+one+of+the+multivariate+statistical+methods+used+to+group+objects%0D%0Abased+on+their+similar+characteristics+without+prior+labeling.+In+this+study%2C+cluster%0D%0Aanalysis+is+used+to+group+regencies-cities+in+West+Java+Province+based+on+women's%0D%0Aparticipation+in+development+in+2021-2023+using+the+Ward+and+K-Means+cluster%0D%0Amethods.+To+overcome+the+problem+of+multicollinearity+between+variables%2C+data%0D%0Atransformation+is+carried+out+using+Principal+Component+Analysis+(PCA)+in+order%0D%0Athat+the+resulting+new+variables+are+independent+to+each+other.+The+principal%0D%0Acomponent+scores+were+used+for+clustering+the+regencies-cities+data+using+the+two%0D%0Acluster+methods%2C+and+the+results+were+then+evaluated+using+the+Davies-Bouldin%0D%0AIndex+(DBI)+and+Calinski-Harabasz+Index+(CHI)+to+determine+the+optimal+number%0D%0Aof+clusters.+The+results+show+that+both+the+Ward+and+K-Means+methods+produce+the%0D%0Asame+number+of+optimal+clusters%2C+which+are+four+clusters+for+data+2021%2C+three%0D%0Aclusters+for+data+2022+and+2023%2C+and+four+clusters+for+the+average+of+data+2021-%0D%0A2023.+%0D%0A%0D%0AKeyword%3A+Cluster+Analysis%2C+Ward%2C+K-Means%2C+PCA%2C+Davies-Bouldin+Index%2C%0D%0ACalinski-Harabasz+Index%2C+Women's+Participation.%0D%0A+&rft.publisher=FAKULTAS+KEGURUAN+ILMU+PENDIDIKAN&rft.date=2025-04-09&rft.type=Skripsi&rft.type=NonPeerReviewed&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F86269%2F1%2FABSTRAK.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F86269%2F2%2FSKRIPSI%2520FULL.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F86269%2F3%2FSKRIPSI%2520FULL%2520TANPA%2520BAB%2520PEMBAHASAN.pdf&rft.identifier=++RAHMA+%2C+NURKHOLIZ++(2025)++CLUSTER+ANALYSIS+OF+WARD+AND+K-MEANS+METHODS+TO+GROUP+REGENCY-CITY+IN+WEST+JAVA+PROVINCE+BASED+ON+PARTICIPATION+OF+WOMEN+IN+DEVELOPMENT.++FAKULTAS+KEGURUAN+ILMU+PENDIDIKAN%2C+UNIVERSITAS+LAMPUNG.+++++&rft.relation=http%3A%2F%2Fdigilib.unila.ac.id%2F86269%2F