smacof swMATH ID: 6539 Software Authors: Jan de Leeuw, Patrick Mair Description: R package smacof: SMACOF for Multidimensional Scaling. This package provides the following approaches of multidimensional scaling (MDS) based on stress minimization by means of majorization (smacof): Simple smacof on symmetric dissimilarity matrices, smacof for rectangular matrices (unfolding models), smacof with constraints on the configuration, three-way smacof for individual differences (including constraints for idioscal, indscal, and identity), and spherical smacof (primal and dual algorithm). Each of these approaches is implemented in a metric and nonmetric manner including primary, secondary, and tertiary approaches for tie handling. Jackknife and permutation tests are included as well. Homepage: http://cran.r-project.org/web/packages/smacof/index.html Source Code: https://github.com/cran/smacof Dependencies: R Keywords: Journal of Statistical Software; R; R package; multidimensional scaling; constrained multidimensional scaling; multidimensional unfolding; SMACOF Related Software: R; SPSS; PROXSCAL; homals; Mcmcpack; JAGS; Stan; EDA; calibrate; asymmetry; prefmod; Label.switching; SAS; latentnet; anacor; PTAk; SNLSDP; ellipse; semds; MPsychoR Cited in: 26 Publications Standard Articles 2 Publications describing the Software Year all top 5 Cited by 53 Authors 4 Groenen, Patrick J. F. 3 Mair, Patrick 2 Borg, Ingwer 2 Dzemyda, Gintautas 2 González, Jonatan A. 2 Machado, José António Tenreiro 2 Mateu, Jorge 2 Sabaliauskas, Martynas 2 Xiu, Naihua 1 Arias-Castro, Ery 1 Bai, Shuanghua 1 Barthelmé, Simon 1 Bien, Jacob 1 Bove, Giuseppe 1 Channarond, Antoine 1 Chen, Yunxiao 1 Costa, António C. 1 De Leeuw, Jan 1 Diez, David M. 1 Gardner-Lubbe, Sugnet 1 Gower, John C. 1 Graffelman, Jan 1 Greenacre, Michael J. 1 Gruenhage, Gina 1 Hennig, Christian 1 Hullermeier, Eyke 1 Köhn, Hans-Friedrich 1 le Roux, Niël J. 1 Li, Qingna 1 Lima, Miguel F. M. 1 Lu, Si-Tong 1 Lu, Weipeng 1 Mayekawa, Shinichi 1 Okada, Akinori 1 Okada, Kensuke 1 Opper, Manfred 1 Pelletier, Bruno 1 Qi, Houduo 1 Qi, Huoduo 1 Rodriguez-Cortes, Francisco Javier 1 Romano, Elvira 1 Sauerbrei, Willi 1 Schäfer, Dirk 1 Schoenberg, Frederic Paik 1 Tibshirani, Robert John 1 Verzelen, Nicolas 1 Xiang, Ming 1 Yang, Bo 1 Ying, Zhiliang 1 Zhang, Haoran 1 Zhang, Miao 1 Zhang, Yupei 1 Zhou, Shenglong all top 5 Cited in 21 Serials 2 Journal of Classification 2 Computational Statistics and Data Analysis 2 Advances in Data Analysis and Classification. ADAC 2 SpringerBriefs in Statistics 1 Computers & Mathematics with Applications 1 Applied Mathematics and Computation 1 Biometrical Journal 1 Biometrika 1 Machine Learning 1 Computational Statistics 1 Pattern Recognition 1 SIAM Journal on Optimization 1 Computational Optimization and Applications 1 Statistical Papers 1 Abstract and Applied Analysis 1 Journal of Applied Statistics 1 Journal of Machine Learning Research (JMLR) 1 Electronic Journal of Statistics 1 Mathematical Programming Computation 1 Journal of Agricultural, Biological, and Environmental Statistics 1 Use R! all top 5 Cited in 11 Fields 18 Statistics (62-XX) 7 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 5 Numerical analysis (65-XX) 5 Computer science (68-XX) 4 Operations research, mathematical programming (90-XX) 1 General and overarching topics; collections (00-XX) 1 Combinatorics (05-XX) 1 Ordinary differential equations (34-XX) 1 Calculus of variations and optimal control; optimization (49-XX) 1 Biology and other natural sciences (92-XX) 1 Systems theory; control (93-XX) Citations by Year