All flashcards topics

Variance of a Normal distribution and the F-testEdexcel A-Level Further Maths: Flashcards

Card 1 of 130 of 13 known

Question

Distribution of $\frac{(n-1)S^2}{\sigma^2}$?

Tap or press Space to reveal

Tap card or press Space to flip

See all 13 cards
Distribution of (n−1)S2σ2\frac{(n-1)S^2}{\sigma^2}?
χn−12\chi^2_{n-1}, for a sample from a Normal population.
Degrees of freedom for a variance test with a sample of size nn?
n−1n-1
Test statistic for H0:σ2=σ02H_0:\sigma^2=\sigma_0^2?
(n−1)s2σ02\frac{(n-1)s^2}{\sigma_0^2}
Shape of the chi-squared distribution?
Positively skewed, only positive values.
For H1:σ2>σ02H_1:\sigma^2>\sigma_0^2, when do you reject H0H_0?
When the statistic exceeds the upper critical value of χn−12\chi^2_{n-1}.
Confidence interval for σ2\sigma^2?
((n−1)s2χupper2, (n−1)s2χlower2)\left(\frac{(n-1)s^2}{\chi^2_{\text{upper}}},\ \frac{(n-1)s^2}{\chi^2_{\text{lower}}}\right)
Which chi-squared point gives the lower limit of the interval?
The upper (larger) point, because it is in the denominator.
Is the confidence interval for σ2\sigma^2 symmetrical about s2s^2?
No, because χ2\chi^2 is skewed.
Distribution used in the test of two variances?
S12S22∼Fn1−1, n2−1\frac{S_1^2}{S_2^2}\sim F_{n_1-1,\,n_2-1} under H0H_0
Test statistic for the F-test?
F=s12s22F=\frac{s_1^2}{s_2^2}
For a two-tailed F-test at α%\alpha\%, which critical value is used?
The upper α2%\frac{\alpha}{2}\% point, with the larger variance on top.
Assumptions for the F-test?
Independent random samples from Normal populations.
A 95%95\% interval for σ2\sigma^2 corresponds to which test?
A two-tailed test at the 5%5\% level.

Exam questions on Variance of a Normal distribution and the F-test

  1. The lengths of bolts produced by a machine are Normally distributed. The manufacturer states that the population variance is 1.61.6 mm2^2. A random sample of 1616 bolts has sample variance s2=2.5s^2=2.5 mm2^2. A test is carried out to see whether the variance is greater than stated.
    The upper 5%5\% point of χ152\chi^2_{15} is 24.99624.996. Complete the test at the 5%5\% significance level and state your conclusion in context.2 marks
  2. A random sample of 1010 observations from a Normal population has sample variance s2=8.4s^2=8.4. A 90%90\% confidence interval for the population variance σ2\sigma^2 is to be found using the χ2\chi^2 distribution.
    A claim is made that σ2=25\sigma^2=25. Use your interval to comment on this claim, stating the significance level of the corresponding test.2 marks
  3. Independent random samples are taken from two Normal populations. Sample 11: n1=12n_1=12, s12=14.4s_1^2=14.4. Sample 22: n2=9n_2=9, s22=5.6s_2^2=5.6. A test is carried out of whether the two populations have equal variances.
    State suitable hypotheses and calculate the test statistic.3 marks
See the full worksheet

Written by the Exaim team, led by Shaun Daswani (Head of Upper Secondary, Improve ME Institute; MSc Financial Mathematics, Imperial College London; BSc, UCL) and Jason Daswani (operational lead, Improve ME Institute; LSE).