Understanding z-score
Z-score refers to the standard deviations the element is away from the mean.
It is given by the following formula:
Here X
represents the value of the element, σ is the standard deviation, and μ is the population mean.
Interpreting z-scores
z-score<0
: The element is less than the meanz-score>0
: The element is greater than the meanz-score=0
: The element is equal to the meanz-score=0.5
: The element is 0.5 SD greater than the mean
In Julia, it is implemented as follows:
julia> zscore(X, μ, σ)
μ and σ are optional as they can be calculated by the function.