In: Statistics and Probability
4. The duration, in hours, of the effect of the standard dose of a certain drug on a healthy adult female is thought to be exponentially distributed. The table below shows the results for a random sample of 200 healthy females all given standard dose.
Duration | 0- | 3- | 6- | 9- | 12- | 18- | 24-36 |
Females | 40 | 31 | 31 | 22 | 23 | 22 | 31 |
Test the hypothesis that the duration of the effect is exponentially distributed.
Solution:
The p.d.f. of an exponential distribution is given by
Where is the mean
Hence sample mean can be used as estimate of
Using the class mid points (x) of 1.5, 4.5, 7.5, 10.5, 15, 21, 30 gives
Hence
The following probabilities and expected frequencies can be now be calculated.
Class Probability | ||
44.24 | ||
34.45 | ||
26.83 | ||
20.90 | ||
28.95 | ||
17.56 | ||
17.11 | ||
9.96 | ||
Total | 1.000 | 200.00 |
The calculation of the value of is completed as follows.
x | |||||
0- | 40 | 44.24 | -4.24 | 17.98 | 0.406 |
3- | 31 | 34.45 | -3.45 | 11.93 | 0.346 |
6- | 31 | 26.83 | 4.17 | 17.37 | 0.647 |
9- | 22 | 20.90 | 1.10 | 1.22 | 0.058 |
12- | 23 | 28.95 | -5.95 | 35.40 | 1.223 |
18- | 22 | 17.56 | 4.44 | 19.72 | 1.123 |
24- | 31 | 27.07 | 3.93 | 15.47 | 0.571 |
4.375 |
Ho: Duration of effect is Exponential distribution
H1: Duration of effect is not Exponential distribution
Signigicance level,
Degree of freedom,
(6 classes; 2 constraints)
Critical region is >9.488
Test Statistic is
=4.375
This value does not lie in the critical region. There is no evidence, at the 5% significance level, to suggest that an exponential distribution is not appropiate.
Hence, Duration of effect is not Exponential distribution