clustervalidation swMATH ID: 34195 Software Authors: Julia Handl; Joshua Knowles; Douglas B. Kell Description: Computational cluster validation in post-genomic data analysis. Results: This review paper aims to familiarize the reader with the battery of techniques available for the validation of clustering results, with a particular focus on their application to post-genomic data analysis. Synthetic and real biological datasets are used to demonstrate the benefits, and also some of the perils, of analytical cluster validation. Availability: The software used in the experiments is available at http://dbkgroup.org/handl/clustervalidation/ Homepage: https://academic.oup.com/bioinformatics/article/21/15/3201/195678 Related Software: clusfind; R; Silhouettes; UCI-ml; mclust; AS 136; cclust; MOCK; clValid; DatabionicSwarm; APCluster; apcluster; CRAN; flexclust; clusterCrit; cluster (R); KEGG; ClusterKDE; Binary Maker; RobPer Cited in: 23 Publications all top 5 Cited by 48 Authors 2 Giancarlo, Raffaele 2 Modak, Soumita 2 Thrun, Michael C. 2 Ultsch, Alfred G. H. 2 Utro, Filippo 1 Cardona, Gabriel 1 Chattopadhyay, Asis Kumar 1 Chattopadhyay, Tanuka 1 Dangl, Rainer 1 Dhaenens, Clarisse 1 Falasconi, M. 1 Gao, Xuedong 1 García-Gutiérrez, Jorge 1 Ghosh, Anil Kumar 1 Jourdan, Laetitia 1 Jun, Chi-Hyuck 1 Kestler, Hans A. 1 Kraus, Johann M. 1 Krishnan, Sridhar 1 Lawson, Michael T. 1 Lee, Jeonghwa 1 Lee, Youngrok 1 Leisch, Friedrich 1 Li, Jia 1 Lin, Lin 1 Llabrés, Mercè 1 Luna-Romera, José María 1 Marco, Stefano 1 Martínez-Ballesteros, María 1 Menardi, Giovanna 1 Miao, Duoqian 1 Müssel, Christoph 1 O’brien, Jonathon J. 1 Palm, Günther 1 Qaqish, Bahjat F. 1 Riquelme, José-Cristobal 1 Rosselló, Francesc 1 Roux, Maurice 1 Rueda, Alice 1 Sabo, Miroslav 1 Scaturro, Davide 1 Schweppe, Devin K. 1 Seo, Beomseok 1 Valiente, Gabriel 1 Wang, Ruizhi 1 Wu, Hanming 1 Yang, Minghan 1 Zhong, Caiming all top 5 Cited in 18 Serials 4 Journal of Classification 3 Pattern Recognition 1 Artificial Intelligence 1 Journal of Mathematical Biology 1 Information Sciences 1 Kybernetika 1 Theoretical Computer Science 1 Computational Statistics 1 Journal of Statistical Computation and Simulation 1 Computational Statistics and Data Analysis 1 Journal of Applied Statistics 1 4OR 1 Statistical Methods and Applications 1 Statistical Analysis and Data Mining 1 Algorithms 1 Statistics and Computing 1 Computer Science Review 1 Advances in Data Science and Adaptive Analysis Cited in 5 Fields 16 Statistics (62-XX) 9 Computer science (68-XX) 3 Biology and other natural sciences (92-XX) 1 Combinatorics (05-XX) 1 Operations research, mathematical programming (90-XX) Citations by Year