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Torvaney/classifier-agreement-bounds.R

Created July 20, 2018 12:47
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Bounds on classifier error given disagreement rate
Raw
classifier-agreement-bounds.R
lower_bound <- function(d) {
(1 - sqrt(1 - 2*d)) / 2
}
upper_bound <- function(d) {
(1 + sqrt(1 - 2*d)) / 2
}
tibble(d = seq(0, 0.5, 0.001),
lower = lower_bound(d),
upper = upper_bound(d)) %>%
ggplot(aes(x = d)) +
geom_ribbon(aes(ymin = lower, ymax = upper))
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