ClustGeo swMATH ID: 20893 Software Authors: Chavent, Marie; Kuentz-Simonet, Vanessa; Labenne, Amaury; Saracco, J. Description: ClustGeo: an R package for hierarchical clustering with spatial constraints. In this paper, we propose a Ward-like hierarchical clustering algorithm including spatial/geographical constraints. Two dissimilarity matrices D0 and D1 are inputted, along with a mixing parameter α∈[0,1]. The dissimilarities can be non euclidean and the weights of the observations can be non uniform. The first matrix gives the dissimilarities in the ”feature space” and the second matrix gives the dissimilarities in the ”constraint space”. The criterion minimized at each stage is a convex combination of the homogeneity criterion calculated with D0 and the homogeneity criterion calculated with D1. The idea is then to determine a value of α which increases the spatial contiguity without deteriorating too much the quality of the solution based on the variables of interest i.e. those of the feature space. This procedure is illustrated on a real dataset using the R package ClustGeo. Homepage: https://cran.r-project.org/web/packages/ClustGeo/index.html Source Code: https://github.com/cran/ClustGeo Dependencies: R Related Software: R; DCluster; adjclust; CONISS; Matrix; SNscan; AMOEBA; SpatialEpiApp; Surveillance; PReMiuM; rsatscan; smerc; smacpod; SpatialEpi; DClusterm; capushe; CRAN; const.clust; geoclust; BALD Cited in: 10 Documents Standard Articles 1 Publication describing the Software, including 1 Publication in zbMATH Year ClustGeo: an R package for hierarchical clustering with spatial constraints. Zbl 1417.62006Chavent, Marie; Kuentz-Simonet, Vanessa; Labenne, Amaury; Saracco, Jérôme 2018 all top 5 Cited by 31 Authors 1 Abolhassani, Ali 1 Ampountolas, Konstantinos 1 Chavent, Marie 1 Chen, Minqiong 1 Côme, Etienne 1 Deb, Soudeep 1 Fačevicová, Kamila 1 Filzmoser, Peter 1 Hron, Karel 1 Jiang, Yukang 1 Karmakar, Sayar 1 Kim, Heeyoung 1 Kuentz-Simonet, Vanessa 1 Labenne, Amaury 1 Lee, Youngmin 1 Luo, Wenxiang 1 Maillart, Arthur 1 Neuvial, Pierre 1 Pan, Wenliang 1 Prates, Marcos Oliveira 1 Randriamihamison, Nathanaël 1 Robert, Christian-Yann 1 Saracco, Jérôme 1 Tan, Jianbin 1 Thakuriah, P. 1 Tian, Ting 1 Venkatasubramaniam, A. 1 Vialaneix, Nathalie 1 Wang, Xueqin 1 Wen, Canhong 1 Yang, Songpan all top 5 Cited in 10 Serials 1 Journal of the American Statistical Association 1 Technometrics 1 Journal of Classification 1 Computational Statistics 1 Computational Statistics and Data Analysis 1 Statistical Papers 1 Journal of Applied Statistics 1 ASTIN Bulletin 1 Statistics Surveys 1 Statistics and Computing Cited in 3 Fields 9 Statistics (62-XX) 1 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 1 Biology and other natural sciences (92-XX) Citations by Year