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Introduction to Operations Research ANSWERS Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral

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Page 1: Decision Making Under Uncertainty - VTK Gent · 2016-02-01 · Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral. Exercise 1. ... Exercise 2 Noble

Introduction to Operations Research

ANSWERS

Decision Making Under Uncertainty

Prof. dr. E-H. Aghezzafir. Rodrigo Rezende Amaral

Page 2: Decision Making Under Uncertainty - VTK Gent · 2016-02-01 · Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral. Exercise 1. ... Exercise 2 Noble

Exercise 1

Page 3: Decision Making Under Uncertainty - VTK Gent · 2016-02-01 · Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral. Exercise 1. ... Exercise 2 Noble

Maximin:

Pizza King chooses small

Page 4: Decision Making Under Uncertainty - VTK Gent · 2016-02-01 · Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral. Exercise 1. ... Exercise 2 Noble

Maximax:

Pizza King chooses large

Page 5: Decision Making Under Uncertainty - VTK Gent · 2016-02-01 · Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral. Exercise 1. ... Exercise 2 Noble

9k – 6k = 3,000 6k – 5k = 1,000 2k – 2k = 09k – 5k = 4,000 6k – 6k = 0 2k – 1k = 1,0009k – 9k = 0 6k – 6k = 0 2k – 0k = 2,000

Minimax regret:

Pizza King chooses large

Regret matrix:

Page 6: Decision Making Under Uncertainty - VTK Gent · 2016-02-01 · Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral. Exercise 1. ... Exercise 2 Noble

Exercise 2

(i.e., Maximin, Maximax, Minimax Regret, and Expected Value)

Page 7: Decision Making Under Uncertainty - VTK Gent · 2016-02-01 · Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral. Exercise 1. ... Exercise 2 Noble

Exercise 2

Noble Greek (p2)

$6 $8 $10

Piz

za K

ing

(p1) $5 125 175 225

$6 200 300 400

$7 225 375 525

$8 200 400 600

$9 125 375 625

profit = (p1 – 4) x [100 + 25(p2-p1)]

Page 8: Decision Making Under Uncertainty - VTK Gent · 2016-02-01 · Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral. Exercise 1. ... Exercise 2 Noble

Exercise 2

Noble Greek (p2)

$6 $8 $10

Piz

za K

ing

(p1) $5 125 175 225

$6 200 300 400

$7 225 375 525

$8 200 400 600

$9 125 375 625

Maximin: Pizza King chooses $7

Page 9: Decision Making Under Uncertainty - VTK Gent · 2016-02-01 · Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral. Exercise 1. ... Exercise 2 Noble

Exercise 2

Noble Greek (p2)

$6 $8 $10

Piz

za K

ing

(p1) $5 125 175 225

$6 200 300 400

$7 225 375 525

$8 200 400 600

$9 125 375 625

Maximax: Pizza King chooses $9

Page 10: Decision Making Under Uncertainty - VTK Gent · 2016-02-01 · Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral. Exercise 1. ... Exercise 2 Noble

Exercise 2

Noble Greek (p2)

$6 $8 $10

Piz

za K

ing

(p1) $5 225-125 = 100 400-175 = 225 625-225 = 400

$6 225-200 = 25 400-300 = 100 625-400 = 225

$7 225-225 = 0 400-375 = 25 625-525 = 100

$8 225-200 = 25 400-400 = 0 625-600 = 25

$9 225-125 = 100 400-375 = 25 625-625 = 0

Minimax Regret: Pizza King chooses $8

Page 11: Decision Making Under Uncertainty - VTK Gent · 2016-02-01 · Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral. Exercise 1. ... Exercise 2 Noble

Exercise 2

Noble Greek (p2)

$6 $8 $10 ∑

Piz

za K

ing

(p1) $5 31.25 87.50 56.25 175

$6 50.00 150.00 100.00 300

$7 56.25 187.50 131.25 375

$8 50.00 200.00 150.00 400

$9 31.25 187.50 156.25 375

Expected Value: Pizza King chooses $8

Page 12: Decision Making Under Uncertainty - VTK Gent · 2016-02-01 · Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral. Exercise 1. ... Exercise 2 Noble

Exercise 4

Page 13: Decision Making Under Uncertainty - VTK Gent · 2016-02-01 · Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral. Exercise 1. ... Exercise 2 Noble

Exercise 4

Page 14: Decision Making Under Uncertainty - VTK Gent · 2016-02-01 · Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral. Exercise 1. ... Exercise 2 Noble

Exercise 4

Page 15: Decision Making Under Uncertainty - VTK Gent · 2016-02-01 · Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral. Exercise 1. ... Exercise 2 Noble

Exercise 5

Page 16: Decision Making Under Uncertainty - VTK Gent · 2016-02-01 · Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral. Exercise 1. ... Exercise 2 Noble

Exercise 5…

Page 17: Decision Making Under Uncertainty - VTK Gent · 2016-02-01 · Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral. Exercise 1. ... Exercise 2 Noble

.9991

.0009

.9996

.0004

Observe for 12 hours

.9991

.0009

.9996

.0004

.9936

.0064

1

1

1

1

1

0

0

0

0

0

.9991

.9996

.9936

.9991

.9996

.28

.72

.06

.22

.72

.99946

.99913

Operate now

.99946

Page 18: Decision Making Under Uncertainty - VTK Gent · 2016-02-01 · Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral. Exercise 1. ... Exercise 2 Noble

Exercise 6

Page 19: Decision Making Under Uncertainty - VTK Gent · 2016-02-01 · Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral. Exercise 1. ... Exercise 2 Noble

EVSI = EVWSI – EVWOI = $1,020EVPI = EVWPI – EVWOI = $2,120

Invest in bonds

6,000

3,000

.96

.045,880

Grant loan

Grant loan without

investigation

6,000

-50,000

.96

.043,7603,760

Investigate 4,280+5004,780

Without information

(EVWOI)

With sample information

(EVWSI)

With perfect information

(EVWPI)

Page 20: Decision Making Under Uncertainty - VTK Gent · 2016-02-01 · Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral. Exercise 1. ... Exercise 2 Noble

Exercise 10

Page 21: Decision Making Under Uncertainty - VTK Gent · 2016-02-01 · Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral. Exercise 1. ... Exercise 2 Noble

Exercise 10

Test

Don’t test

c1

c2

c3

0

c2

0

.05

.95

.14

.86

45/14095/140c1

5/860

855/860

(5/860)c2 +(855/860)c3

0.14 *(95/140)c1 +0.86 * [(5/860)c2 +

855/860)c3]

0.05c2

95/140

Page 22: Decision Making Under Uncertainty - VTK Gent · 2016-02-01 · Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral. Exercise 1. ... Exercise 2 Noble

Exercise 10

Total cost when testing:

0.095c1 + 0.005c2+ 0.855c3

Total cost without testing:

0.05c2

(Remark: we consider that c1 includes the cost due to invasion of privacy)

Page 23: Decision Making Under Uncertainty - VTK Gent · 2016-02-01 · Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral. Exercise 1. ... Exercise 2 Noble

Utility Theory - Exercise 1

Page 24: Decision Making Under Uncertainty - VTK Gent · 2016-02-01 · Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral. Exercise 1. ... Exercise 2 Noble

Utility Theory - Exercise 1: solution

Page 25: Decision Making Under Uncertainty - VTK Gent · 2016-02-01 · Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral. Exercise 1. ... Exercise 2 Noble

Utility Theory - Exercise 1: extra questions

Is Joan risk averse? Compute the risk premium for L2.

Page 26: Decision Making Under Uncertainty - VTK Gent · 2016-02-01 · Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral. Exercise 1. ... Exercise 2 Noble

Utility Theory - Exercise 1: extra questions

Is Joan risk averse? Compute the risk premium for L2.

Page 27: Decision Making Under Uncertainty - VTK Gent · 2016-02-01 · Decision Making Under Uncertainty Prof. dr. E-H. Aghezzaf ir. Rodrigo Rezende Amaral. Exercise 1. ... Exercise 2 Noble

Utility Theory - Exercise 1: extra questions

Is Joan risk averse? Compute the risk premium for L2.