Question 1
The production manager of a camera manufacturer claims that their
latest digital camera is able to focus in just 0.0025 seconds on the
average. A random sample of the focus time in seconds for 20 cameras
is collected and the times are recorded as follows:
0.0033 | 0.0028 | 0.0021 | 0.0032 | 0.0020 | 0.0025 | 0.0026 | 0.0022 | 0.0031 | 0.0033 |
0.0022 | 0.0025 | 0.0031 | 0.0024 | 0.0021 | 0.0023 | 0.0028 | 0.0031 | 0.0028 | 0.0035 |
a) In constructing a confidence interval estimate for the true average
focus time, which probability distribution has to be used? Explain
briefly and state what assumption(s) must be made initially.
b) Construct a 90% confidence interval estimate for the true average
focus time of the camera. Keep your answers to an accuracy of six
decimal places.
c) At the 0.1 level of significance, is there any evidence to revea l that
the average focus time of the camera is more than 0.0025 seconds?
d) Use the p-value approach to test the hypothesis in part (c) at the 0.1
level of significance.
Question 2
The 802.11ax Wi-Fi standard is the latest on the market. The marketing
director of a computer equipment manufacturer believes that about 10%
of router users have switched to the new routers that support 802.11ax
Wi-Fi. A random sample of 150 router users is going to be chosen.
a) Assuming that the belief of the director is true, that is, 10% of
all router users have actually switched to the routers that support
802.11ax Wi-Fi, what is the probability that the sample proportion
of router users who have switched to these routers is:
i) less than 0.08?
ii) between 0.13 and 0.15?
b) Suppose a sample has ultimately been collected and 18 out of the
150 router users were found to have switched to the new routers.
Construct a 99% confidence interval for the true proportion of r outer
users who have switched to the new routers. Keep the answers to
four decimal places accuracy.
c) How large a random sample should actually be taken to estimate the
true proportion of router users who have switched to the new routers
to within ±0.06 with 95% confidence?
d) With reference to the information collected from the sample given
in part (b), at the 0.05 level of significance, is there any evidence to
reveal that the proportion of router users who have switched to the
routers that support the 802.11ax Wi-Fi is equal to 10%?
e) Use the p-value approach to test the hypothesis in part (d) at the
0.05 level of significance.
f) What is Type I error and Type II error in hypothesis testing? With
regard to the hypothesis testing performed in part (d), state which
type of error the result is subject to.
Question 3
In a production process, the standard weight of a product is 42
grams.
From past records, the weight of the product is a random variable
having a normal distribution with a mean of 42 grams and a standard
deviation of 0.5 grams.
a) What is the probability that a randomly selected product will weigh
less than 40.8 grams?
b) A random sample of 16 products was taken.
i) What are the mean and the standard deviation of the
corresponding sample mean?
ii) What is the probability that the sample mean weight of the 16
products will be between 41.75 and 42.15 grams?
iii) Find the weight that would be exceeded by 90% of the sample
means.
Q 1)
a) Because the population standard deviation is unknown, we use t distribution for one sample mean to find confidence interval.
b) Sample Mean is
Sample Standard deviation is s = 0.00047
degrees of freedom = n -2 = 18
90% CI for true mean is
( 0.002504, 0.002886 )
c) Since the CI does not inlcude 0.0025, hence there is a evidence to revea l that the average focus time of the camera is more than 0.0025 seconds
Under H0, the test statistic is
Critical value of t is 1.328
Since t calculated is greatre than t tabulated. REject H0
Hence, there is a evidence to revea l that the average focus time of the camera is more than 0.0025 seconds
d) The P-Value is .035742
Since p value is less than signiifcance level, Reject H0
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