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Essentials of Business Analytics Study Set 1
Exam 12: Integer Linear Optimization Models
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Question 1
Essay
A shipping freighter has space for two more shipping containers, but the combined weight cannot go over 20 tons. Four shipping containers are being considered. The following table provides details on the weight (in tons) and value of the contents of each container.
Container
1
2
3
4
Weight of container (tons)
5
6
9
7
Value/Container
$
6000
$
5500
$
7500
$
6000
\begin{array} { l l l l l } \text { Container } & 1 & 2 & 3 & 4 \\\hline \text { Weight of container (tons) } & 5 & 6 & 9 & 7 \\\hline \text { Value/Container } & \$ 6000 & \$ 5500 & \$ 7500 & \$ 6000\end{array}
Container
Weight of container (tons)
Value/Container
1
5
$6000
2
6
$5500
3
9
$7500
4
7
$6000
Develop a binary integer model that will determine the two containers that will maximize the value of the shipment.
Question 2
Multiple Choice
For a location problem, if the variables are defined as x
i
= 1 if an outlet store is established in region i and 0 otherwise, the objective function is best defined by __________ for i = 1, 2, …, n number of outlet stores included in the problem.
Question 3
Multiple Choice
An apparel designing company is planning to enter the women's trousers market. They are in the process of developing a product that will appeal most to customers. What category does the above objective fall under?
Question 4
Multiple Choice
The importance of _________ for integer linear programming problems is often intensified by the fact that a small change in one of the coefficients in the constraints can cause a relatively large change in the value of the optimal solution.
Question 5
Essay
Greenbell Software Inc. conducted a study on its smartphone products in the market to determine which phone has the best features in terms of three prominent attributes: operating system of the phone (A or B), RAM (512MB or 1GB), and the rear camera specifications (3MP, 5MP, or 7MP). A sample of eight customers participated in the study and provided the following part-worths for each of the above attributes.
Operating System
RAM
Camera
Consumer
A
B
512
M
B
1
G
B
3
M
P
5
M
P
7
M
P
1
25
29
20
45
18
18
15
2
35
32
30
35
27
19
13
3
45
35
30
30
15
25
30
4
55
65
25
45
25
20
35
5
40
40
35
40
20
25
30
6
30
47
40
35
15
20
15
7
35
45
30
30
20
20
20
8
25
25
25
30
25
30
30
\begin{array} { | c | c c | c c | c c c | } &{ \text { Operating System } } && { \text { RAM } } &&& { \text { Camera } } \\\hline \text { Consumer } & \text { A } & \text { B } & 512 \mathrm { MB } & 1 \mathrm {~GB} & 3 \mathrm { MP } & 5 \mathrm { MP } & 7 \mathrm { MP } \\\hline 1 & 25 & 29 & 20 & 45 & 18 & 18 & 15 \\2 & 35 & 32 & 30 & 35 & 27 & 19 & 13 \\3 & 45 & 35 & 30 & 30 & 15 & 25 & 30 \\4 & 55 & 65 & 25 & 45 & 25 & 20 & 35 \\5 & 40 & 40 & 35 & 40 & 20 & 25 & 30 \\6 & 30 & 47 & 40 & 35 & 15 & 20 & 15 \\7 & 35 & 45 & 30 & 30 & 20 & 20 & 20 \\8 & 25 & 25 & 25 & 30 & 25 & 30 & 30 \\\hline\end{array}
Consumer
1
2
3
4
5
6
7
8
Operating System
A
25
35
45
55
40
30
35
25
B
29
32
35
65
40
47
45
25
RAM
512
MB
20
30
30
25
35
40
30
25
1
GB
45
35
30
45
40
35
30
30
3
MP
18
27
15
25
20
15
20
25
Camera
5
MP
18
19
25
20
25
20
20
30
7
MP
15
13
30
35
30
15
20
30
Suppose the overall utility (sum of part-worths) of the current favorite Greenbell smartphone is 100 for each consumer. What new product design will maximize the share of choice for the eight consumers in the sample?
Question 6
Multiple Choice
A constraint involving binary variables that does not allow certain variables to equal one unless certain other variables are equal to one is known as a
Question 7
Multiple Choice
An apparel designing company is planning to enter the women's trousers market. They are in the process of developing a product that will appeal most to customers. In an integer programming model for this problem, the available sizes of the trousers will be represented as
Question 8
Multiple Choice
Which of the following is true about the sensitivity analysis for integer optimization problems?
Question 9
Essay
Andrew is ready to invest $200,000 in stocks and he has been provided nine different alternatives by his financial consultant. The following stocks belong to three different industrial sectors and each sector has three varieties of stocks each with different expected rate of return. The average rate of return taken for the past ten years is provided with each of the nine stocks.
Stock
Industry
Annual Return
1
Airlines
18.24
%
2
Airlines
28.75
%
3
Arrlines
11.08
%
4
Banking
20.12
%
5
Banking
14.00
%
6
Banking
26.17
%
7
Agriculture
23.67
%
8
Agriculture
18.25
%
9
Agriculture
16.50
%
\begin{array} { l c c } \text { Stock } & \text { Industry } & \text { Annual Return } \\\hline 1 & \text { Airlines } & 18.24 \% \\2 & \text { Airlines } & 28.75 \% \\3 & \text { Arrlines } & 11.08 \% \\4 & \text { Banking } & 20.12 \% \\5 & \text { Banking } & 14.00 \% \\6 & \text { Banking } & 26.17 \% \\7 & \text { Agriculture } & 23.67 \% \\8 & \text { Agriculture } & 18.25 \% \\9 & \text { Agriculture } & 16.50 \%\end{array}
Stock
1
2
3
4
5
6
7
8
9
Industry
Airlines
Airlines
Arrlines
Banking
Banking
Banking
Agriculture
Agriculture
Agriculture
Annual Return
18.24%
28.75%
11.08%
20.12%
14.00%
26.17%
23.67%
18.25%
16.50%
The decision will be based on the constraints provided below: o Exactly 5 alternatives should be chosen. o One stock can have a maximum invest of $55,000. o Any stock chosen must have a minimum investment of at least $25,000. o For the Airlines sector, the maximum number of stocks chosen should be two. o The total amount invested in Banking must be at least as much as the amount invested in Agriculture. Formulate a model that will decide Andrew's investment strategy to maximize his expected annual return.
Question 10
Essay
Greenbell Software Inc. conducted a study on its smartphone products in the market to determine which phone has the best features in terms of three prominent attributes: operating system of the phone (A or B), RAM (512MB or 1GB), and the rear camera specifications (3MP, 5MP, or 7MP). A sample of eight customers participated in the study and provided the following part-worths for each of the above attributes.
Operating System
RAM
Camera
Consumer
A
B
512
M
B
1
G
B
3
M
P
5
M
P
7
M
P
1
25
29
20
45
18
18
15
2
35
32
30
35
27
19
13
3
45
35
30
30
15
25
30
4
55
65
25
45
25
20
35
5
40
40
35
40
20
25
30
6
30
47
40
35
15
20
15
7
35
45
30
30
20
20
20
8
25
25
25
30
25
30
30
\begin{array} { | c | c c | c c | c c c | } &{ \text { Operating System } } && { \text { RAM } } &&& { \text { Camera } } \\\hline \text { Consumer } & \text { A } & \text { B } & 512 \mathrm { MB } & 1 \mathrm {~GB} & 3 \mathrm { MP } & 5 \mathrm { MP } & 7 \mathrm { MP } \\\hline 1 & 25 & 29 & 20 & 45 & 18 & 18 & 15 \\2 & 35 & 32 & 30 & 35 & 27 & 19 & 13 \\3 & 45 & 35 & 30 & 30 & 15 & 25 & 30 \\4 & 55 & 65 & 25 & 45 & 25 & 20 & 35 \\5 & 40 & 40 & 35 & 40 & 20 & 25 & 30 \\6 & 30 & 47 & 40 & 35 & 15 & 20 & 15 \\7 & 35 & 45 & 30 & 30 & 20 & 20 & 20 \\8 & 25 & 25 & 25 & 30 & 25 & 30 & 30 \\\hline\end{array}
Consumer
1
2
3
4
5
6
7
8
Operating System
A
25
35
45
55
40
30
35
25
B
29
32
35
65
40
47
45
25
RAM
512
MB
20
30
30
25
35
40
30
25
1
GB
45
35
30
45
40
35
30
30
3
MP
18
27
15
25
20
15
20
25
Camera
5
MP
18
19
25
20
25
20
20
30
7
MP
15
13
30
35
30
15
20
30
Assume the overall utility (sum of part-worths) of the current favorite Greenbell smartphone for customers 1 to 5 is 105 and customers 6 to 8 is 90. What new product design will maximize the share of choice for the eight consumers in the sample?
Question 11
Multiple Choice
The worksheet formulation for integer linear programs and linear programming problems is exactly the same except that the _____ for integer linear programs.
Question 12
Multiple Choice
Coming up with a product design that will have the highest utility for a sufficient number of people to ensure sufficient sales to justify making the product is known as the ___________ in marketing literature.
Question 13
Multiple Choice
_____________ is a market research technique that can be used to learn how prospective buyers of a product value the product's attributes.
Question 14
Multiple Choice
The part-worth for each of the attribute levels in a conjoint analysis is determined by
Question 15
Multiple Choice
The results of _____________ can be used in an integer programming model of a product design and market share optimization problem.
Question 16
Multiple Choice
The objective function for a linear optimization problem is: Max 3x + 5y, with constraints x ≥ 0, y ≥ 0 and x and y are both integers and they are also the only decisions variables. This is an example of a(n)