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NbClust

swMATH ID: 15908
Software Authors: Charrad, Malika; Ghazzali, Nadia; Boiteau, Veronique; Niknafs, Azam
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; Silhouettes; mclust; clValid; AS 136; clusfind; Scikit; cluster (R); UCI-ml; Python; fda (R); ElemStatLearn; glmnet; flexmix; kohonen; Kernlab; cclust; e1071; fpc; ggplot2
Cited in: 34 Documents

Standard Articles

1 Publication describing the Software Year
NbClust: An R Package for Determining the Relevant Number of Clusters in a Data Set Link
Malika Charrad; Nadia Ghazzali; Véronique Boiteau; Azam Niknafs
2014
all top 5

Cited by 95 Authors

1 Agapow, Paul-Michael
1 Aghabozorgi, Masoudreza R.
1 Agostinelli, Claudio
1 Alboni, Fabrizio
1 Boehmke, Brad
1 Bougeard, Stéphanie
1 Bruzzese, Dario
1 Bry, Xavier
1 Bulusu, Krishna C.
1 Campello, Ricardo José Gabrielli Barreto
1 Cao, Jiguo
1 Centofanti, Fabio
1 Cheng, Echo Sihan
1 Costa, Ivan G.
1 de Miguel, Angel
1 Dehmer, Matthias
1 Deswal, Sumit
1 Dette, Holger
1 Diao, Liqun
1 Dolati, Ali
1 Dyulicheva, Yu. Yu.
1 El Jai, Mostapha
1 El Khattabi, Mohammed Zakariae
1 Emmert-Streib, Frank
1 Ferraro, Maria Brigida
1 Fokoué, Ernest Parfait
1 Franco-Pereira, Alba María
1 Freitas, Adelaide Valente
1 French, Simon
1 Fu, Wei
1 Giordani, Paolo E.
1 Goulet, D.
1 Greco, Luca
1 Greenwell, Brandon M.
1 Gunduz, Necla
1 He, Zhenfeng
1 Heiser, Willem J.
1 Ibrahim, Joseph George
1 Jaskowiak, Pablo A.
1 Karoly, D. J.
1 Khan, Faisal M.
1 Kharoubi, Rachid
1 Lahmadi, Youssef
1 Lepore, Antonio
1 Li, Yujia
1 Lillo, Rosa Elvira
1 Lim, David K.
1 Lin, Chien-Wei
1 Lin, Chuyuan
1 Macedo, Eloísa
1 Macías, Rodrigo
1 Mair, Patrick
1 Martella, Francesca
1 Meng, Yechao
1 Mkhadri, Abdallah
1 Mueller, Ute A.
1 Niang, Ndèye
1 Novi Inverardi, Pierluigi
1 Oualkacha, Karim
1 Oughdir, Lahcen
1 Palumbo, Biagio
1 Pavone, Pasquale
1 Peeters, Luk J. M.
1 Perry, Patrick O.
1 Plaza, Francisco
1 Pulido, Belén
1 Rahmanishamsi, Jafar
1 Rashid, Naim U.
1 Rivas-Tabares, David
1 Russo, Margherita
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 Tseng, George C.
1 Ultsch, Alfred G. H.
1 van Delft, Anne
1 van den Boogaart, Karl Gerald
1 Vera, José Fernando
1 Verron, Thomas
1 Vichi, Maurizio
1 Vistocco, Domenico
1 Weng, Chengguo
1 Willaarts, Bárbara
1 Wirjanto, Tony S.
1 Wu, Lucas Y.
1 Yáñez, Eleuterio
1 Yu, Chunyan
1 Yu, Ying
1 Zeng, Xiangrui
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Cited in 27 Serials

3 Journal of Classification
2 Journal of Statistical Computation and Simulation
2 Journal of Computational and Graphical Statistics
1 Biometrics
1 British Journal of Mathematical & Statistical Psychology
1 Metron
1 Insurance Mathematics & Economics
1 Computational Statistics
1 Applied Mathematical Modelling
1 Automation and Remote Control
1 SIAM Review
1 Statistical Papers
1 Bernoulli
1 Soft Computing
1 Data Mining and Knowledge Discovery
1 Journal of Applied Statistics
1 Extremes
1 North American Actuarial Journal
1 Statistical Methods and Applications
1 Advances in Data Analysis and Classification. ADAC
1 The Annals of Applied Statistics
1 Mathematical Geosciences
1 Statistics and Computing
1 Use R!
1 Quantitative and Network Biology
1 SN Operations Research Forum
1 Behaviormetrics: Quantitative Approaches to Human Behavior
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Cited in 7 Fields

28 Statistics (62-XX)
7 Game theory, economics, finance, and other social and behavioral sciences (91-XX)
5 Biology and other natural sciences (92-XX)
4 Computer science (68-XX)
2 Geophysics (86-XX)
1 Probability theory and stochastic processes (60-XX)
1 Operations research, mathematical programming (90-XX)

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