NbClust swMATH ID: 15908 Software Authors: Malika Charrad, Nadia Ghazzali, Veronique Boiteau, Azam Niknafs Description: R package NbClust: Determining the Best Number of Clusters in a Data Set. It provides 30 indexes for determining the optimal number of clusters in a data set and offers the best clustering scheme from different results to the user. Homepage: https://cran.r-project.org/web/packages/NbClust/index.html Source Code: https://github.com/cran/NbClust Dependencies: R Related Software: R; clValid; mclust; UCI-ml; cluster (R); clusfind; Silhouettes; AS 136; kohonen; Scikit; Kernlab; cclust; e1071; fpc; ggplot2; TCLUST; PPCI; EMCluster; apcluster; CRAN Cited in: 22 Publications Standard Articles 1 Publication describing the Software Year all top 5 Cited by 58 Authors 1 Agapow, Paul-Michael 1 Aghabozorgi, Masoudreza R. 1 Boehmke, Brad 1 Bruzzese, Dario 1 Bulusu, Krishna C. 1 Campello, Ricardo José Gabrielli Barreto 1 Cheng, Echo Sihan 1 Costa, Ivan G. 1 de Miguel, Angel 1 Dehmer, Matthias 1 Deswal, Sumit 1 Dette, Holger 1 Dolati, Ali 1 Emmert-Streib, Frank 1 Ferraro, Maria Brigida 1 Fokoué, Ernest Parfait 1 Freitas, Adelaide Valente 1 Fu, Wei 1 Giordani, Paolo E. 1 Goulet, D. 1 Greenwell, Brandon M. 1 Gunduz, Necla 1 He, Zhenfeng 1 Ibrahim, Joseph George 1 Jaskowiak, Pablo A. 1 Karoly, D. J. 1 Khan, Faisal M. 1 Kharoubi, Rachid 1 Lim, David K. 1 Macedo, Eloísa 1 Mair, Patrick 1 Martella, Francesca 1 Mkhadri, Abdallah 1 Mueller, Ute A. 1 Oualkacha, Karim 1 Peeters, Luk J. M. 1 Perry, Patrick O. 1 Plaza, Francisco 1 Rahmanishamsi, Jafar 1 Rashid, Naim U. 1 Rivas-Tabares, David 1 Salas, Rodrigo 1 Saunders, K. R. 1 Shi, Yongtang 1 Stephenson, Alec G. 1 Talebi, Hassan 1 Tarquis, Ana M. 1 Thrun, Michael C. 1 Tolosana-Delgado, Raimon 1 Tsai, Cary Chi-Liang 1 Ultsch, Alfred G. H. 1 van Delft, Anne 1 van den Boogaart, Karl Gerald 1 Vichi, Maurizio 1 Vistocco, Domenico 1 Willaarts, Bárbara 1 Yáñez, Eleuterio 1 Yu, Chunyan all top 5 Cited in 17 Serials 3 Journal of Classification 2 Journal of Statistical Computation and Simulation 1 Insurance Mathematics & Economics 1 Applied Mathematical Modelling 1 SIAM Review 1 Bernoulli 1 Soft Computing 1 Data Mining and Knowledge Discovery 1 Journal of Applied Statistics 1 Extremes 1 Statistical Methods and Applications 1 The Annals of Applied Statistics 1 Mathematical Geosciences 1 Journal of Computational and Graphical Statistics 1 Use R! 1 Quantitative and Network Biology 1 Behaviormetrics: Quantitative Approaches to Human Behavior all top 5 Cited in 6 Fields 19 Statistics (62-XX) 5 Biology and other natural sciences (92-XX) 4 Computer science (68-XX) 3 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 2 Geophysics (86-XX) 1 Probability theory and stochastic processes (60-XX) Citations by Year