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Select all that apply. The t distribution

a) has a standard deviation of one
b) has a mean of zero
c) is a bell-shaped curve
d) is also known as the standard normal distribution
e) has an infinite number of distributions

1 Answer

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Final answer:

The correct answers are b,c and e. The t-distribution is bell-shaped and has a mean of zero. It is not the standard normal distribution and does not have a standard deviation of one, but rather it increases with the degrees of freedom. There are an infinite number of t-distributions, varying by the degrees of freedom.

Step-by-step explanation:

When considering the properties of the t-distribution, several characteristics stand out:

  • The t-distribution is bell-shaped, similar to the normal distribution, making this statement true.

  • Like the standard normal distribution, the mean of the t-distribution is zero, so this statement is also true.

  • The t-distribution is characterized by its degrees of freedom (df), which depend on the sample size, n - 1. As df increases, the t-distribution approaches the standard normal distribution, but they are not one and the same; hence, the t-distribution is not known as the standard normal distribution.

  • Unlike the standard normal distribution which has a standard deviation of one, the t-distribution typically has a standard deviation that is greater than one due to more probability in its tails, making the statement about having a standard deviation of one false for the t-distribution.

  • Finally, as there is not just one t-distribution but rather an infinite number based on the degrees of freedom, it is true that there are infinite t-distributions.

Given these points, the correct options from the provided list are that the t-distribution:

  • has a mean of zero (b)

  • is a bell-shaped curve (c)

  • has an infinite number of distributions (e)

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