context("Internal cluster validity functions")
test_that("Internal cluster validity measures work", {
ft_mat <- data.frame(a = c(0, 0, 1, 1),
b = c(1, 1, 0, 0),
c = c(1, 1, 1, 1))
d_mat <- dist(ft_mat)
hc <- hclust(d_mat)
clusters <- cutree(hc, 2)
expect_equal(avgSilhouette(clusters, d_mat), 1)
expect_equal(internalClusterValidity(2, hc, d_mat),
data.frame(k = 2,
Average_Silhouette = 1))
expect_equal(clusterValidityPerK(ft_mat),
data.frame(k = c(2, 3),
Average_Silhouette = c(1.0, 0.5)))
})
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