Tribhuvan University
Institute of Science and Technology
2079
Bachelor Level / third-semester / Science
Computer Science and Information Technology( STA164 )
Statistics II
Full Marks: 60 + 20 + 20
Pass Marks: 24 + 8 + 8
Time: 3 Hours
Candidates are required to give their answers in their own words as far as practicable.
The figures in the margin indicate full marks.
Group A
Attempt any two questions.
What are the required conditions for error variable in multiple regression analysis? The Internal Revenue Service (IRS) is trying to estimate the monthly amount of unpaid taxes discovered by its auditing division. The IRS estimated this figure on the basis of field auditing labor hours and number of hours of its computers used. The table given below presents these data for the last ten months.
Month | (X_{1}) Field Audit Labor Hours in 100 | (X_{2}) Computer Hours in 100 | (Y) Actual Unpaid Taxes Discovered million of dollars |
Jan | 45 | 16 | 29 |
Feb | 42 | 14 | 24 |
Mar | 44 | 15 | 27 |
April | 45 | 13 | 25 |
May | 43 | 13 | 26 |
June | 46 | 14 | 28 |
Jul | 44 | 16 | 30 |
Aug | 45 | 16 | 28 |
Sep | 44 | 15 | 28 |
Oct | 43 | 15 | 27 |
Given ∑YX_{1}=12005, ∑YX_{2}=4013, ∑X_{1}X_{2}=6485, ∑Y^{2}=7428, ∑X_{1}^{2}=19461, ∑X_{2}^{2}=2173
i. Develop the estimating equation best describing these data.
ii. Interpret the value of regression coefficients.
iii. Estimate the actual unpaid tax for field if audit labour hours is 4200 and computer hours is 1600 hours.
What do you understand by “Design of an Experiment”? Physicians depend the laboratory test results when managing the medical problems such as diabetes or epilepsy. In an uniformity test glucose tolerance, three different laboratories were sent n_{t}=5 identical blood samples from a person who had drunk 50 mg. of glucose dissolved in water. The laboratory results are listed below:
Lab 1 | Lab 2 | Lab 3 |
12.1 | 9.3 | 10.0 |
11.7 | 11.1 | 10.5 |
10.9 | 10.7 | 10.1 |
10.2 | 10.9 | 11.0 |
10.6 | 9.0 | 10.4 |
Do data indicate a difference in the average readings for three laboratories? Use α=.05
Define Type I and Type II error in testing of hypothesis. A psychologist wishes to verify that a certain drug increases the reaction time to given stimulus. The following reaction times (in tenth of seconds) were recorded before and after injection of the drug for each of four subjects:
Subject | 1 | 2 | 3 | 4 | |
Reaction Time | Before | 7 | 2 | 12 | 12 |
After | 13 | 3 | 18 | 13 |
Test at 5% level of significance to determine whether the drug significantly increases the reaction time.
Group B
Attempt any eight questions.
The following ANOVA summary table was obtained from a multiple regression model with two independent variables:
Souce of variation | Sum of square | Degree of freedom | Mean sum of square | F-value |
Regression | 12.62 | 2 | ? | ? |
Error | 0.78 | 12 | ? | |
Total | 13.40 | 14 |
i. Determine the mean sum square due to regression, the mean sum square due to error and F-value.
ii. Test the significance of overall model at 5% level of significance.
iii. Compute coeff of determination and interpret its value.
iv. Find standard error of estimate.
What do you mean by non parametric test? Write down advantages of non parametric test over parametric tests?
Bank of Nepal recorded the sex of first 30 customers who appeared last Monday with notation M M F M M F M F F M M M F F M F F M F F M F F F M F M M M F F. At the 0.005 level of significance, test the randomness of this sequence.
Social media users use a variety of devices to access social networking; mobile phones are increasingly popular. However is there a difference in the various age groups in the proportions of social media users who use their mobile phone to access social networking? A study showed the following results for the different age groups.
Use mobile phones to access social networking? | Age | ||
18-34 | 35-64 | 65+ | |
Yes | 60 | 37 | 14 |
No | 40 | 63 | 86 |
At the 0.05 level of significance, is there evidence of a difference among the age groups with respect to use of mobile phones for accessing social networking?
It is claimed that Samsung and Redmi mobiles are equally popular in Kathmandu. A random sample of 500 people from Kathmandu showed 300 have Samsung mobile. Test the claim at 5% level of significance.
An effort to estimate the mean amount per customer for dinner at a major Atlanta restaurant, data were collected for a sample of 49 customers and sample mean is found at $24.80. Assume population standard deviation is $5.
a. Compute standard error of mean.
b. Find 95% confidence interval estimate for the population mean.
Define Markov chain and its characteristics.
What are the basic concepts of queuing theory? In a super market, the average arrivals rate of customer is 10 per every 30 minutes following Poisson process. The average time taken by the cashier to list and calculate the customers purchase is 2.5 minutes following exponential distribution. What is the probability that queue length exceeds 6? What is the expected time spent by customer in the system?
Write short notes on the following.
i. Partial and multiple correlation coefficient.
ii. Properties of good estimator.