Which of the following statements are TRUE?
(A) The variable t of t-distribution ranges from to .
(B) The probability curve of the t-distribution is symmetric about the line
(C) The variance of the t-distribution is greater than one.
(D) As the number of degrees of freedom decreases, the t-distribution curve moves closer to the standard normal probability curve.
Choose the correct answer from the options given below:
Which of the following statements are TRUE?
(A) The variable t of t-distribution ranges from to .
(B) The probability curve of the t-distribution is symmetric about the line
(C) The variance of the t-distribution is greater than one.
(D) As the number of degrees of freedom decreases, the t-distribution curve moves closer to the standard normal probability curve.
Choose the correct answer from the options given below:
Solution
The variable t of t-distribution extends from to , similar to the normal distribution. The distribution has long tails on both sides that extend indefinitely.
Statement (A) is TRUE.
The t-distribution curve is symmetric about the line . Drawing a vertical line at shows the left half is a mirror image of the right half. The distribution has a mean of 0 and is balanced equally on both sides.
Statement (B) is TRUE.
The variance of a t-distribution with degrees of freedom is:
for
For :
For :
For :
The variance is always greater than 1 for . As degrees of freedom increase, the variance approaches 1, which is the variance of a standard normal distribution.
Statement (C) is TRUE.
As the number of degrees of freedom decreases, the t-distribution curve moves away from the standard normal curve, developing fatter tails. The correct relationship is:
More degrees of freedom → curve approximates standard normal distribution
Fewer degrees of freedom → curve has heavier tails and differs more from standard normal
Statement (D) is FALSE.
The true statements are (A), (B), and (C).
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