Cluster validation using an ensemble of supervised classifiers

作者: Jorge Rodríguez , Miguel Angel Medina-Pérez , Andres Eduardo Gutierrez-Rodríguez , Raúl Monroy , Hugo Terashima-Marín

DOI: 10.1016/J.KNOSYS.2018.01.010

关键词:

摘要: A cluster validity index is used to select which clustering algorithm to apply for a given problem. It works by evaluating the quality of a partition, as output by a candidate clustering …

参考文章(87)
Krista Rizman Žalik, Borut Žalik, Validity index for clusters of different sizes and densities Pattern Recognition Letters. ,vol. 32, pp. 221- 234 ,(2011) , 10.1016/J.PATREC.2010.08.007
George Karypis, Ying Zhao, Ding-Zhu Du, Criterion functions for document clustering University of Minnesota. ,(2005)
Marina Sokolova, Nathalie Japkowicz, Stan Szpakowicz, Beyond Accuracy, F-Score and ROC: A Family of Discriminant Measures for Performance Evaluation Lecture Notes in Computer Science. pp. 1015- 1021 ,(2006) , 10.1007/11941439_114
Glenn W. Milligan, Characteristics of Four External Criterion Measures Springer Berlin Heidelberg. pp. 167- 173 ,(1983) , 10.1007/978-3-642-69024-2_23
Guzman Santafe, Iñaki Inza, Jose A. Lozano, Dealing with the evaluation of supervised classification algorithms Artificial Intelligence Review. ,vol. 44, pp. 467- 508 ,(2015) , 10.1007/S10462-015-9433-Y
Richard C. Sprinthall, Basic Statistical Analysis ,(1982)
O. Abul, A. Lo, R. Alhajj, F. Polat, K. Barker, Cluster validity analysis using subsampling systems, man and cybernetics. ,vol. 2, pp. 1435- 1440 ,(2003) , 10.1109/ICSMC.2003.1244614
Volker Roth, Tilman Lange, Mikio Braun, Joachim Buhmann, A Resampling Approach to Cluster Validation COMPSTAT. pp. 123- 128 ,(2002) , 10.1007/978-3-642-57489-4_13