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js: feature scaling using max - min or standard deviation
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scale = function(a,d) { return a.map(function(x) { return (x - avg(a)) / d}) } | |
avg = function(a) { return sum(a) / a.length } | |
sum = function(a) { return a.reduce(function(x,y) { return x + y; }) } | |
max = function(a) { return a.sort(function(x,y) { return x < y; })[0] } | |
min = function(a) { return a.sort(function(x,y) { return x > y; })[0] } | |
sd = function(a,av) { return Math.sqrt(avg(a.map(function(x) { return (x - av) * x; }))); } | |
z = [20,25,10,33,50,42,19] | |
scale(z,(max(z) - min(z))) // [-0.2107142857142857, -0.23571428571428568, -0.2107142857142857, -0.08571428571428567, 0.11428571428571432, 0.3392857142857143, 0.5392857142857144] | |
scale(z, sd(z)) // [-1.418353378255674, -0.7256691702703448, -0.648704258271975, -0.2638796982801253, 0.35183959770683404, 1.0445238056921633, 1.6602431016791226] |
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