If we just add up the differences from the mean ... the negatives
cancel the positives:
So that won't work. How about we use absolute values?
That looks good (and is the Mean Deviation), but what about this
case:
Oh No! It also gives a value of 4, Even though the differences are
more spread out.
So let us try squaring each difference (and taking the square root at the end):
That is nice! The Standard Deviation is bigger when the
differences are more spread out ... just what we want.
In fact this method is a similar idea to distance between points, just applied in a different way.
And it is easier to use algebra on squares and square roots than absolute values, which makes the standard deviation easy to use in other areas of mathematics.
|
|
4 + 4 − 4 − 44 = 0 |
|
|
|4| + |4| + |−4| + |−4|4 = 4
+ 4 + 4 + 4 4 = 4 |
|
|
|7| + |1| + |−6| + |−2|4 = 7
+ 1 + 6 + 2 4 = 4 |
So let us try squaring each difference (and taking the square root at the end):
|
|
√( 42 + 42
+ 42 + 424)
= √( 64 4 ) = 4 |
|
|
√( 72 + 12
+ 62 + 22
4) = √( 90 4 ) =
4.74... |
In fact this method is a similar idea to distance between points, just applied in a different way.
And it is easier to use algebra on squares and square roots than absolute values, which makes the standard deviation easy to use in other areas of mathematics.
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