Confidence Intervals and Hypothesis Tests: Two Samples - Florida ...
Confidence Intervals and Hypothesis Tests: Two Samples - Florida ...
Confidence Intervals and Hypothesis Tests: Two Samples - Florida ...
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S<br />
S<br />
2<br />
1<br />
2<br />
2<br />
~ F<br />
STATSprofessor.com<br />
Chapter 9<br />
Note, actually we are forming the ratio of two chi-squared r<strong>and</strong>om variables divided by their degrees of<br />
feedom:<br />
( −1<br />
)<br />
/ ( n −1)<br />
S n S<br />
2 2<br />
1 1 1<br />
2 1<br />
2<br />
σ = σ<br />
2 2<br />
2 ( 2 −1<br />
) 2<br />
/ ( n<br />
2<br />
2 −1)<br />
2<br />
=<br />
2<br />
S1<br />
2<br />
2<br />
S n S S<br />
σ<br />
σ<br />
~ F<br />
(Why doesn’t<br />
Answer: Our null hypothesis will include the assumption that σ = σ ).<br />
To conduct our test we will use the ratio of our two sample variances:<br />
2<br />
1<br />
σ & 2<br />
σ stay in the denominators?<br />
2<br />
1<br />
2<br />
2<br />
S<br />
S<br />
2<br />
2<br />
1 ~ F 2 n1 −1, n2<br />
− 1<br />
2<br />
*<br />
*Because of the way most F-tables are constructed, we will always put the larger sample variance on<br />
top. One way to do this is to always label the sample with the larger sample variance as representing<br />
population 1.<br />
2<br />
1<br />
0 2<br />
σ 2<br />
Our competing hypotheses will be: H : 1<br />
σ<br />
≤ Vs. H A : 1<br />
σ<br />
> (= vs. ≠ are also possible).<br />
σ<br />
Now let’s work our example:<br />
1. Express the original claim symbolically:<br />
variance was the smaller of the two)<br />
2. Identify the Null <strong>and</strong> Alternative hypothesis:<br />
σ<br />
2<br />
1<br />
2<br />
2<br />
2<br />
MagicKingdom<br />
2<br />
DisneyL<strong>and</strong><br />
σ<br />
H<br />
H<br />
2<br />
MagicKingdom<br />
0 2<br />
σ DisneyL<strong>and</strong><br />
A<br />
> 1 (because we claimed Disney L<strong>and</strong>’s<br />
σ<br />
: ≤ 1<br />
σ<br />
: > 1<br />
σ<br />
2<br />
MagicKingdom<br />
2<br />
DisneyL<strong>and</strong><br />
Disney L<strong>and</strong>: n = 41, X = 5.15, S = 0.48<br />
3. Record the data from the problem:<br />
Magic Kingdom: n = 61, X = 5.15, S = 1.23<br />
4. Calculate the test statistic:<br />
( 1.23)<br />
( )<br />
2<br />
2<br />
0.48 =<br />
6.566<br />
5. Determine your critical value <strong>and</strong> rejection region: F > 1.64 (see the F-Tables)<br />
26