σ = n ∑ i = 1 n ( x i − x ˉ ) 2
Consider the formula of standard deviation σ above. Given that the standard deviation σ a of elements of { a n } : a 1 , a 2 , a 3 , … , a 2 0 1 7 is 2 0 1 7 . If elements of { b n } is defined that b n = 2 0 1 7 − a n , find the standard deviation σ b of b 1 , b 2 , b 3 , … , b 2 0 1 7 .
Notations : x ˉ denotes the data mean .
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Standard deviation σ is a measure of the spread of the data. By multiplying the data { a n } by -1 and add 2017, just shifts the data laterally without changing the spread and hence the standard deviation remains the same. ⟹ σ b = σ a = 2 0 1 7 .
Let us prove it as follows.
k = 1 ∑ n b k = k = 1 ∑ n ( N − a n + 1 − k ) = n N − k = 1 ∑ n a k
b ˉ = n ∑ k = 1 n b k = N − n ∑ k = 1 n a k = N − a ˉ
Now, we have:
σ b = n ∑ k = 1 n ( b k − b ˉ ) 2 = n ∑ k = 1 n ( N − a n + 1 − k − b ˉ ) 2 = n ∑ k = 1 n ( N − a k − N + a ˉ ) 2 = n ∑ k = 1 n ( − a k + a ˉ ) 2 = n ∑ k = 1 n ( a k − a ˉ ) 2 = σ a ■