Math Problem Statement
Solution
Let me help with the problems shown in your image.
(a) Consider a t-distribution with 10 degrees of freedom. Compute .
We need to find the probability that a t-distributed random variable with 10 degrees of freedom lies between -1.64 and 1.64. This requires looking up the cumulative distribution function (CDF) of the t-distribution for 10 degrees of freedom.
Steps:
- Find the cumulative probability for and using the t-distribution table or a calculator for the t-distribution.
- Subtract the lower cumulative probability from the higher one to get the probability that the t-value lies between -1.64 and 1.64.
(b) Consider a t-distribution with 2 degrees of freedom. Find the value of such that .
In this case, we're looking for the critical value where the upper tail probability (to the right of ) is 0.05. For a t-distribution with 2 degrees of freedom, we can:
- Use a t-distribution table to find the t-value corresponding to a cumulative probability of for 2 degrees of freedom.
- Alternatively, use a statistical calculator to find this critical t-value.
I will calculate both values for you now.Here are the results for the problems:
(a) For a t-distribution with 10 degrees of freedom:
(rounded to three decimal places).
(b) For a t-distribution with 2 degrees of freedom:
The critical value such that is (rounded to three decimal places).
Would you like further details or have any questions? Here are some related questions you could explore:
- How do you compute probabilities using the cumulative distribution function (CDF) of a t-distribution?
- What is the difference between one-tailed and two-tailed t-tests?
- How does the degrees of freedom affect the shape of a t-distribution?
- Can you explain why we subtract the two cumulative probabilities in part (a)?
- How do you use the inverse t-distribution to find critical values?
Tip: When working with t-distributions, always double-check the degrees of freedom, as they significantly affect your results.
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Math Problem Analysis
Mathematical Concepts
Statistics
t-distribution
Probability
Formulas
Cumulative Distribution Function (CDF) for t-distribution
Inverse t-distribution function
Theorems
t-distribution theorem
Critical value for t-distribution
Suitable Grade Level
College/University Level
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