ECON10071 ADVANCED MATHEMATICS 2019/20
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ECON10071
ADVANCED MATHEMATICS
2019/20
SECTION A
Answer all 24 questions from this Section on the multiple choice answer sheet.
Each question is worth 3 marks.
1. [3 MARKS] Consider the following sets:
A = [3, 6)
B = [6, 8]
C = [2, 9)
D = [4, 6]
Which of the following is correct?
(a) x e A or x e B ÷ x e C .
(b) x e D ÷ x e A .
(c) x e C ÷ x e B .
(d) x e A or x e B >÷ x e C . (e) None of the above.
2. [3 MARKS] Consider the following equation in x :
b = (x - a)2 + c, x e R
where a, b and c are parameters. Which of the following is a necessary and sufficient condition for ONE solution to exist?
(a) a = c
(b) b = c
(c) b ● c
(d) c < b
(e) a = b = c
3. [3 MARKS] Consider the following function
What is its DOMAIN?
(a) (-o, 1)
(b) [-1, o)
(c) (-o, 4]
(d) [4, o)
(e) (-1, o)
4. [3 MARKS] Let y = f (x) = 2x2 . What is the inverse of f (x)?
(a) g(y) =^(^)
(b) g(y) =^(^)
(c) g(y) = -^4y
(d) g(y) = ^4y
(e) The inverse of f (x) is not a function as it is not a one-to-one mapping.
5. [3 MARKS] Consider the function f (x) = exp(x6 + x-1 ). Which of the following is correct?
(a) f\ (x) = 0.5(3x5 + 0.5x2 ) exp(x6 + x-1 )
(b) f\ (x) = (3x5 ) exp(x6 + x-1 )
(c) f\ (x) = exp(3x5 - 0.5x-2 )
(d) f\ (x) = (3x5 - 0.5x-2 ) exp(x6 + x-1 )
(e) None of the above.
6. [3 MARKS] Consider the function f (z) = for z < 0. Which of the following is correct?
(a) f\ = -3 z-4
(b) f\ = 2 z-3
(c) f\\ (z) = 20 z-6
(d) f\\ (z) = 6 z-4
(e) None of the above.
7. [3 MARKS] Consider the function f (x) = exp(x ln(x)). Which of the following is correct?
(a) f\ (x) = exp(x ln(x))
(b) f\ (x) = exp(x ln(x)) ln(x)
(c) f\ (x) = exp(x ln(x))(ln(x) + 1)
(d) f\ (x) = exp(ln(x))(ln(x) + 1) (e) None of the above.
8. [3 MARKS] Let y = y(x) be a differentiable function of x, satisfying 2y+5-x2 -y3 = 0. What is y\ (x) at the point (x, y) = (2, -1)?
(a) 4
(b) -2
(c) 2
(d) 0
(e) -4
This information relates to Questions 9 to 11.
Consider the function f (x) = 7 ln(x - 2) - x2 + x.
9. [3 MARKS] The function f (x) is concave because: (a) f\ (x) = 北7-2 - 2x, which is positive for all x > 2.
(b) f\ (x) = 北7-2 - 2x + 1, which is increasing for all x > -2. (c) f\\ (x) = (北7-2)2 - 6 > 0, which could be negative or positive. (d) f\\ (x) = - (北7-2)2 - 6 < 0, which is decreasing for all x > -2. (e) f\\ (x) = - (北7-2)2 - 6 < 0, which is negative in the entire domain.
10. [3 MARKS] The global maximum of f (x) occurs at:
(a) x = 0.25 * (5 +^65)
(b) x = 0.25 * (5 - ^65)
(c) f (x) has no global maximum.
(d) x = 0.25 * (5 +^65) and x = 0.25 * (5 - ^65) are the global maximum. (e) None of the above
11. [3 MARKS] Assume that the constraint x ● 3, is imposed. Which of the following is correct?
(a) f (x) has a constrained maximum value at x = 0.25 * (5 - ^65). (b) f (x) = f (3) for all (2, 3].
(c) f (x) has no constrained maximum value on (2, 3].
(d) f (x) < f (3) for all x e (2, 3]. (e) None of the above.
This information relates to questions 12 to 16.
Consider the matrices A, B, C and vectors x and b:
A = B = C = x = b =
and the matrix
12. [3 MARKS] The matrix D = CT + B equals:
┌ ┐
(b) D = ┌ 9(5) 5(1) ┐
┌ ┐
(d) D = ┌ 2(4) 4(8) ┐ (e) None of the above.
13. [3 MARKS] The rank of the matrix E is: (a) 0
(b) 1
(c) 2
(d) 3
(e) 4
14. [3 MARKS] Which of the following statements is correct? (a) The determinant of C is positive and C has rank of 2.
(b) The determinant of C is positive and C has a reduced rank of 1.
(c) The determinant of C is 0 and C has rank of 0.
(d) The determinant of C is 0 and C has rank of 2. (e) None of the above
15. [3 MARKS] The inverse of the matrix F = AB equals: (a) F-1 does not exist.
(b) F-1 = ┐
(c) F-1 = -104 ┌ 1(2)3(5)
(d) F-1 = (e) F-1 = -104 ┌ 1(2)3(5)
1(1)3(7) ┐
┐
┐
16. [3 MARKS] The problem Cx = b has:
(a) Infinitely many solutions.
(b) No solution.
(c) One solution.
(d) Two solutions.
(e) Four solutions.
The following information relates to questions 17 and 18
Consider the function f (x1 , x2 ) = x 1(-)2 x2(-)3 + ln(x2(2)) + exp(x1 ).
Calculate the first and second order partial derivatives and then answer the following questions.
17. [3 MARKS] The first partial derivatives are:
(a) f1 (x1 , x2 ) = -2x1(-)2 x2(-)3 + exp(x1 ) and f2 (x1 , x2 ) = -3x1(-)2 x2(-)3 +北2(2) . (b) f1 (x1 , x2 ) = -2x1(-)3 x2(-)3 + exp(x1 ) and f2 (x1 , x2 ) = -3x1(-)2 x2(-)4 +北2(2) .
(c) f1 (x1 , x2 ) = -2x1(-)3 x2(-)3 + exp(x1 ) and f2 (x1 , x2 ) = -3x1(-)2 x2(-)4 +北2(1) .
(d) f1 (x1 , x2 ) = -3x1(-)2 x2(-)4 +北2(2) and f2 (x1 , x2 ) = -2x1(-)3 x2(-)3 + exp(x1 ). (e) None of the above.
18. [3 MARKS] Which of the following results involving second order partial derivatives of f (x1 , x2 ) is correct?
(a) f11 = 6x1(-)4 x2(-)3 and f22 = 12x1(-)2 2x
(b) f11 = 6x1(-)4 x2(-)3 + exp(x1 ) and f22 = 12x1(-)2 x2(-)5
(c) f22 = 12x1(-)2 2x2(-)2 and f12 = 6x1(-)3 x
(d) f22 = 12x1(-)2 x2(-)5 + 2x2(-)2 and f12 = 6x1(-)3
(e) None of the above.
19. [3 MARKS] You have the following multivariate function: f (x1 , x2 , x3 ) = x +ln1(2) ╱ 、. Which of the following is the gradient vector of f (x1 , x2 , x3 )?
(a) (2x1 , -1/x2 , -1/x3 )T
(b) (2x1 , x2 /x3 )T
(c) (2x1 , 1/x2 , 1/x3 )T
(d) (2x1 , ln(x2 /x3 ))T
(e) None of the above.
20. [3 MARKS] In the process of maximising an objective function f (x1 , x2 ), which is de- fined for x1 < 0 and x2 < 0, you obtain the following Hessian matrix:
H = ┌ -10(/x)1(2) -5/x(0)2(2)┐
Which of the following statements is correct?
(a) The determinant of H is negative and hence any stationary point is a maximum. (b) H is negative semi-definite, but not negative definite.
(c) For some values of x1 and x2 in the domain H will be positive definite, for others negative definite.
(d) H is negative definite. (e) None of the above.
21. [3 MARKS] Consider a function g(x1 , x2 ), which is of the form g(x1 , x2 ) = α + βx1 + γx2 . Which of the following is the Hessian matrix of g(x1 , x2 )?
(a) H = ┌ -10(/x)1(2) -5/x(0)2(2)┐
(b) H = ┌0(β) γ(0)┐
(c) H = ┌0(0) 0(0)┐
(d) H = ┌0(1) 1(0)┐ (e) None of the above.
22. [3 MARKS] Consider a function g(x1 , x2 ), which is of the form g(x1 , x2 ) = α + βx1 + γx2 . Which of the following is correct?
(a) The function g(x1 , x2 ) is concave and convex.
(b) The function g(x1 , x2 ) is strictly concave and strictly convex.
(c) The function g(x1 , x2 ) is strictly concave.
(d) The function g(x1 , x2 ) is neither concave nor convex. (e) None of the above.
23. [3 MARKS] In a bi-variate optimisation problem you you want to impose the following constraint: 3^x1 x2 < 6. Which of the following is the correct specification for the constraint function g(x1 , x2 ) to be used in a Lagrangian maximisation problem?
(a) g(x1 , x2 ) = 3^x1 x2
(b) g(x1 , x2 ) = 3^x1 x2 - 6
(c) g(x1 , x2 ) = 3^x1 x2 + 6
(d) g(x1 , x2 ) = 6 - 3^x1 x2
(e) None of the above.
24. [3 MARKS] Consider the bi-variate function f (x1 , x2 ) = (x1 - 2)2 + (x2 - 6)2 + x1 x2 which we want to minimise subject to x1 + x2 < 10.
Which of the following is the Lagrangian function which requires ma↓imisation?
(a) L(x1 , x2 ) = -(x1 - 2)2 - (x2 - 6)2 - x1 x2 + λ(10 - x1 - x2 )
(b) L(x1 , x2 ) = -(x1 - 2)2 - (x2 - 6)2 - x1 x2 + λ(x1 + x2 - 10)
(c) L(x1 , x2 ) = (x1 - 2)2 + (x2 - 6)2 + x1 x2 + λ(x1 + x2 - 10)
(d) L(x1 , x2 ) = (x1 - 2)2 + (x2 - 6)2 + x1 x2 + λ(10 - x1 - x2 )
(e) None of the above.
SECTION B
Answer this question in the answer booklet provided.This question is worth 20
marks.
25. [20 MARKS] Maximise f (x1 , x2 ) = 2 ln x1 + ln x2 , x1 > 0, x2 > 0, subject to 2x1 + 3x2 ● m, m > 0.
Ensure that you clearly describe your steps, interpret any result and show how you come to any conclusions.
2022-09-02