In: Math
what are the conditions and assumptions necessary to construct confidence interval on the mean and the variance separately?
(a) Conditions and assumptions necessary to construct confidence interval on the mean:
(i) The sample is a Simple Random Sample
(ii) The population is large relative to the sample
10n < N,
where N = Population size. n = Sample size
(iii) The sampling distribution of the sample proportion is approximately normal.
np
10
n (1 - p)
10
(b) Conditions and assumptions necessary to construct confidence interval on variance:
(i) The population should be Normal
Distribution. Confidence interval of
is basd on the sampling distribution of
If the samples of size n are drawn from a normally distributed
population, this quantity has a
distribution with n - 1 degrees of freedom. So, the assumption
that the sample is drawn from a normally distributed parameter is a
must.
(ii) When n = Sample Size is large (n > 30), s2 = Sample Variance can be used to compute the Sample variance.