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Variance of the weighted mean in R
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# Reference, see here: https://en.wikipedia.org/wiki/Weighted_arithmetic_mean#Variance_of_the_weighted_mean_(%CF%80-estimator_for_ratio-mean) | |
var_of_weighted_mean <- function(v, w = NULL, inf_rm = FALSE) { | |
if (is.null(w)) { | |
w <- rep(1, length(v)) | |
} | |
if (inf_rm) { | |
v <- replace(v, is.infinite(v), NA) | |
w <- replace(w, is.infinite(w), NA) | |
} | |
w_mean <- sum(v * w) / sum(w) | |
squared_sum_of_w <- sum(w) ^ 2 | |
w_var <- sum((w * (v - w_mean)) ^ 2) / squared_sum_of_w | |
return(w_var) | |
} | |
var_of_weighted_mean(1:4) | |
# 0.3125 | |
sum((1:4 - mean(1:4))^2 / 4) / (4) | |
# 0.3125 | |
var_of_weighted_mean(1:4, 1:4) | |
# 0.24 |
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