xs <- c(0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1)
ys <- c(0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1)
conditional_entropy(xs, ys) # 0.5971072
conditional_entropy(ys, xs) # 0.5077571
# [1] 3.0, 3.0, 0.1926451, 0.1926451, 0.1926451, 0.1926451, 0.1926451, 0.1926451,
# 0.1926451, 0.1926451, 0.1926451, 0.1926451, 0.1926451, 0.1926451, 0.1926451,
# 0.1926451, 0.4150375, 0.4150375, 0.4150375, 2.0
conditional_entropy(xs, ys, local = TRUE)
# [1] 1.32192809, 1.32192809, 0.09953567, 0.09953567, 0.09953567, 0.09953567,
# 0.09953567, 0.09953567, 0.09953567, 0.09953567, 0.09953567, 0.09953567,
# 0.09953567, 0.09953567, 0.09953567, 0.09953567, 0.73696559, 0.73696559,
# 0.73696559, 3.9068906
conditional_entropy(ys, xs, local = TRUE)
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