predkmeans: Covariate Adaptive Clustering
Version 0.1.0

Implements the predictive k-means method for clustering observations, using a mixture of experts model to allow covariates to influence cluster centers. Motivated by air pollution epidemiology settings, where cluster membership needs to be predicted across space. Includes functions for predicting cluster membership using spatial splines and principal component analysis (PCA) scores using either multinomial logistic regression or support vector machines (SVMs). For method details see Keller et al. (2017) .

Package details

AuthorJoshua Keller
Date of publication2017-11-09 18:48:27 UTC
MaintainerJoshua Keller <[email protected]>
LicenseGPL-3 | file LICENSE
Version0.1.0
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("predkmeans")

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predkmeans documentation built on Nov. 17, 2017, 6:16 a.m.