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Finding Groups in Data Finding Groups in Data: An Introduction to Cluster Analysis, Wiley."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"407","DOI":"10.1016\/j.aej.2015.11.003","article-title":"Divisive Analysis (DIANA) of hierarchical clustering and GPS data for level of service criteria of urban streets","volume":"55","year":"2016","journal-title":"Alex. Eng. J."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"274","DOI":"10.1007\/s00357-014-9161-z","article-title":"Ward\u2019s Hierarchical Agglomerative Clustering Method: Which Algorithms Implement Ward\u2019s Criterion?","volume":"31","author":"Murtagh","year":"2014","journal-title":"J. Classif."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"53","DOI":"10.1016\/0377-0427(87)90125-7","article-title":"Silhouettes: A graphical Aid to the Interpretation and validation of Cluster Analysis","volume":"20","author":"Rousseeuw","year":"1987","journal-title":"J. Comput. Appl. 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