Why are negative constants removed from variance?
$begingroup$
Let $X_1$ and $X_2$ be random variables such that $X_i sim N(1, 1) $. Why is the constant removed in the case of the variance
$$
mathrm{V}(X_1 + X_2 - 2) = 1 + 1 = 2
$$
but not in the case of the expectation
$$
mathrm{E}(X_1 + X_2 - 2) = 1 + 1 - 2 = 0 ;?
$$
random-variables statistical-inference variance expected-value
$endgroup$
add a comment |
$begingroup$
Let $X_1$ and $X_2$ be random variables such that $X_i sim N(1, 1) $. Why is the constant removed in the case of the variance
$$
mathrm{V}(X_1 + X_2 - 2) = 1 + 1 = 2
$$
but not in the case of the expectation
$$
mathrm{E}(X_1 + X_2 - 2) = 1 + 1 - 2 = 0 ;?
$$
random-variables statistical-inference variance expected-value
$endgroup$
add a comment |
$begingroup$
Let $X_1$ and $X_2$ be random variables such that $X_i sim N(1, 1) $. Why is the constant removed in the case of the variance
$$
mathrm{V}(X_1 + X_2 - 2) = 1 + 1 = 2
$$
but not in the case of the expectation
$$
mathrm{E}(X_1 + X_2 - 2) = 1 + 1 - 2 = 0 ;?
$$
random-variables statistical-inference variance expected-value
$endgroup$
Let $X_1$ and $X_2$ be random variables such that $X_i sim N(1, 1) $. Why is the constant removed in the case of the variance
$$
mathrm{V}(X_1 + X_2 - 2) = 1 + 1 = 2
$$
but not in the case of the expectation
$$
mathrm{E}(X_1 + X_2 - 2) = 1 + 1 - 2 = 0 ;?
$$
random-variables statistical-inference variance expected-value
random-variables statistical-inference variance expected-value
edited Dec 13 '18 at 9:20
Björn Friedrich
2,67961831
2,67961831
asked Feb 20 '18 at 20:10
Ian SpitzIan Spitz
51
51
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2 Answers
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$begingroup$
In very non math/statistical terms, variance measures how spread out the data is. Therefore, shifting the data by a constant term does not change how spread out the data is. However, the shift will change the the expected value of the data, because the expected value is the weighted average of the data values.
$endgroup$
add a comment |
$begingroup$
The variance of a constant is equal to zero.
Assuming $X_1$ and $X_2$ are independent:
$$V(X_1 + X_2 - 2) = V(X_1) + V(X_2) + V(2) = 1+1+0 = 2 $$
$endgroup$
add a comment |
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2 Answers
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active
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2 Answers
2
active
oldest
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active
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$begingroup$
In very non math/statistical terms, variance measures how spread out the data is. Therefore, shifting the data by a constant term does not change how spread out the data is. However, the shift will change the the expected value of the data, because the expected value is the weighted average of the data values.
$endgroup$
add a comment |
$begingroup$
In very non math/statistical terms, variance measures how spread out the data is. Therefore, shifting the data by a constant term does not change how spread out the data is. However, the shift will change the the expected value of the data, because the expected value is the weighted average of the data values.
$endgroup$
add a comment |
$begingroup$
In very non math/statistical terms, variance measures how spread out the data is. Therefore, shifting the data by a constant term does not change how spread out the data is. However, the shift will change the the expected value of the data, because the expected value is the weighted average of the data values.
$endgroup$
In very non math/statistical terms, variance measures how spread out the data is. Therefore, shifting the data by a constant term does not change how spread out the data is. However, the shift will change the the expected value of the data, because the expected value is the weighted average of the data values.
answered Feb 20 '18 at 20:17
JBLJBL
463210
463210
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$begingroup$
The variance of a constant is equal to zero.
Assuming $X_1$ and $X_2$ are independent:
$$V(X_1 + X_2 - 2) = V(X_1) + V(X_2) + V(2) = 1+1+0 = 2 $$
$endgroup$
add a comment |
$begingroup$
The variance of a constant is equal to zero.
Assuming $X_1$ and $X_2$ are independent:
$$V(X_1 + X_2 - 2) = V(X_1) + V(X_2) + V(2) = 1+1+0 = 2 $$
$endgroup$
add a comment |
$begingroup$
The variance of a constant is equal to zero.
Assuming $X_1$ and $X_2$ are independent:
$$V(X_1 + X_2 - 2) = V(X_1) + V(X_2) + V(2) = 1+1+0 = 2 $$
$endgroup$
The variance of a constant is equal to zero.
Assuming $X_1$ and $X_2$ are independent:
$$V(X_1 + X_2 - 2) = V(X_1) + V(X_2) + V(2) = 1+1+0 = 2 $$
answered Feb 20 '18 at 20:13
user144410user144410
1,0432719
1,0432719
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