STA 106 Homework 3 Solutions
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STA 106 Homework 3 Solutions
Book Problems
1. (a) The non-centrality parameter is : φ = ′ i ni (a(µ)i ′µ ′ )1
where we use our sample values to estimate σ , µi , and µ 2 . So, = ′ i ′ (8(38 一 32)2 + 10(32 一 32)2 + 6(24 一 32)2 ) = 3.3599043
(b) From the table, we use d.f{numγ = 2, d.f.{denomγ = 21 (round down to be conservative), and φ ψ 3.5. Using those values, the approximate power is 0.99.
(c) The estimated effect size (using sample values is): /σ∈ = (38 一 24)/′ 19.8424 = 3.1429027
(d) Using the power table online, with a = 3, α = 0.10, 1 一 β = 0.95, and ∆/′MSE ψ 3, we find ni = 4 for all groups.
2. (a) |
Yij = µ 2 + γi + eij , where i γi = 0, and the assumptions are: |
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i. A random sample of Yij was taken. |
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ii. The i groups are independent |
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iii. eij ζ N(0, variance = σ) |
(b) |
The estimated values of each γi are: i = i2 一 , or 1 = 38 一 31.3333333 = 6.6667, 2 = 32 一 31.3333333 = 0.6667 3 = 24 一 31.3333333 = 一7.3333 |
(c) |
When a subject is in group II , the average value of Y tends to be 0.6667 higher than the overall mean. |
(d) |
i = (6.6667) + (0.6667) + (-7.3333) = 0 |
(e) |
It is normal, with mean E{γˆi γ = µi 一 |
3. (a)
(b) |
The confidence interval formula is: 1 ≥ t1 ′α/2,nT ′a ′MSE ( ) or 38 ≥ (2.08)( ′ 19.8424( ) or 38 ≥ (2.08)(1.5749) or (34.7242,41.2758) We are 95% confident that the true average time to complete physical therapy for the “below average” group is between 34.7242 and 41.2758 days. The confidence interval formula is: I 一 III ≥ t1 ′α/2,nT ′a ′MSE ( + ) or (38 一 24) ≥ (2.831)( ′ 19.8424( + ) or (38 - 24 ) ≥ (2.831)(2.4057) or (7.1895,20.8105) We are 99% confident that the true average time to complete physical therapy for the “below average” group is longer than the “above average” group by between 7.1895 and 20.8105 days. |
(c) |
It does, since bound of the bounds for the confidence interval are above 30. |
(d) |
I expect the largest difference is 20.8105 days (with the above average group taking longer). |
2022-05-25