Distance of values from a target, k
The distance of a single random value from a target is called its error.
Root mean squared error
One solution to the problem of negative errors is to square them before averaging,
mean squared error =
To express this in the original units of the data (instead of units such as squared kg), we can take its square root:
root
mean squared error =
The root mean squared error is a 'typical' error.