MAT9004 Practice Exam - Advanced Mathematical Problem Solutions

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This document presents a detailed solution to a MAT9004 practice exam, covering a range of mathematical concepts. The solution begins with calculus problems, including finding derivatives, stationary points, local maxima and minima, and graphing functions. It then proceeds to linear algebra, specifically focusing on eigenvalues, eigenvectors, and diagonalization of matrices. The assignment continues with probability problems, calculating probabilities of events, analyzing profit functions, and determining the characteristics of prime-like numbers. Further, the solution explores discrete probability distributions, testing independence of variables, and solving problems involving dice rolls. Finally, the solution includes graph theory, adjacency matrices, and spanning trees, along with references to mathematical texts. This comprehensive resource provides step-by-step solutions and explanations to help students understand and master the concepts presented in the practice exam.
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MAT9004 Practice Exam
MAT9004 Practice Exam
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MAT9004 Practice Exam
1. f ( x )=2 x39 x212 x+ 2
a. f 1 ( x) is the derivative of f (x) with respect to x
using thepower rule, subtraction and additional rule we obtain
f 1 ( x ) =6 x218 x12
For x [2,3]
b. f 1 ( x ) =6 x218 x12
f 11(x ) is the derivative of f 1 ( x ) with respect to x
Using the power rule, addition and the subtraction rule we obtain
f 11 ( x )=12 x
Since x [2,3] then
f 11 ( x )=12 x for x [2,3]
c. The stationery points are at point f 1 ( x )=0
Hence the stationery points will be at the roots of 6 x218 x12
Using the quadratic equation x=b ± b24 ac
2 a
We obtain the roots of the function at the points x=12
The value of f ( x ) at the stationery points will be
f ( 1 ) =7f ( 2 ) =6
d. Finding local minimum and local maximum
The stationery points are at (1,7 )(2,6)
Now we use the sign test to determine if the points are maximum or minimum
x -2 -1 0
f 1 ( x) 0 -12
sign +ve -ve
Using -2 and 0 to do the sign test we can see that the sign changes from positive
to negative. When the sign changes from positive to negative, then this indicates
that we have a local maximum. Hence point (-1,7) is a local maximum point.
Now using the test sign, we test point (-2,6) using the values -2 and 0
x -3 -2 -1
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MAT9004 Practice Exam
f 1 ( x) -2 0
sign -ve +ve
The sign is changing from negative to positive hence the point (-2,6) is a local
minimum.
e. Graphing the function f gives
From this graph we can observe two points which can be classified as global
maximum and minimum. That is point; (-1,7) and (-2,6)
2. M =[1 6
1 0]
a. Eigenvalues of M
Using the characteristic polynomial
[ 1λ 6
1 0λ ] =λ2 λ6= ( λ+2 )(λ3)
obtaining the roots of the equation givesthe eigenvalues as
λ=2
And
λ=3
b. Finding eigen vector
For every λ we find its own vectors
AλE=(3 6
1 2)
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MAT9004 Practice Exam
AλE=0, so, we have a homogeneous system of linear equations we solve it by
Gaussian Elimination
(3 6 0
1 2 0 )¿1/ 3
R1 /3 R1
( 1 2 0
1 2 0 ) (1)
R21R1 R2 (1 2
0 0)
{x1 +2 x2=0 (1)
Find the variables x1from the equation of the system (1)
x1=2 x2
X =(2 x 2
x 2 )
let x2 =1 , v1 =(2
1 )
2 λ 2=3
AλE=(2 6
1 3)
AλE=0, so, we have a homogeneous system of linear equations, we solve it
by Gaussian Elimination to obtain
{x13 x2=0 (1)
let x2 =1, then v2=(3
1)
c. Diagonalize M
The diagonal matrix (the diagonal entries are the eigenvalues λ1 , λ2
D=(2 0
0 3)
The matrix with the eigenvectors ( v1 , v2 ¿ as its columns
P=(2 3
0 3)
then P1=(1 /5 3/5
1 /5 2/5)
A=P1DP
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MAT9004 Practice Exam
(1
5
3
5
1
5
2
5 )(2 0
0 3 )(2 3
0 3 )=(
4
5
33
5
4
5
12
5
)
3. Calculate probability
f ( x )=x5 + x2 + x, ( [ 0,1]
probability of {x> 1
2 }=
1/ 5
1
x5 + x2 + x= [ 1
6 + 1
3 + 1
2 ] [ 1
384 + 1
2 + 1
8 ]= 319
384
4. The profit function is
p ( a , b )=a b2a2 +b2 +6 b9 a+10
The optimal points are at the derivative of the profit function equals to zero.
The derivative with respect to b gives
¿ 2 ab+2 b+6=0
¿
The derivative with respect to a
b22 a9=0
Now a= b29
2
Now 2b29
2 +2 b+6
¿ b2 +2 b3=0
using thequadratic formulawe obtain b¿3 amd 1
Since the value of b is minimum we take -3
This gives the value of a¿ b29
2 =0
5. Not divisible by 2 and not divisible by 5.
a. This means the last digit cannot be 0,2,4,6,8
Now we must pick 4 digits from a bucket of 10
This can be picked in the following way
The fist number can be picked in 9 ways
2nd in 10 ways
3rd in 10 ways
4th in 4 ways
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MAT9004 Practice Exam
Hence the total prime like numbers between 1000 and 9999 is
910104=3600
b. Has at least one even digit
Here we select 4 numbers from a bucket of 10 in the following way
1st number 9 ways
2nd number 10 ways
3rd number 10ways
4th number 5 ways
Now let’s assume that the even digit is in the 1st number then the numbers will
be
4554=400
Leta now assume the even number is in the second digit
5554=500
Let’s assume the even number is in the 3rd digit
5554=500
The even digit cannot be in the fourth number as this will make the number
prime like anymore
In total the numbers are 400+ 500+500=1400
c. Prime like numbers not divisible by 3
Here we must choose the four numbers such that the sum of the digit is not
divisible by 3
1st digit 9 ways
2nd digit 10 ways
3rd digit 10 ways
4th digit 3 ways
The numbers are 910103=2700
6. Y uniformly distributed
a.
For u1
Y -1 0 1 2
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MAT9004 Practice Exam
u1 2 0 0 2
Since Y is uniformly distributed all the values occur with equal probability the
expected value of expected value of u1= 2+0+0+2
4 =1
For u2
Y -1 0 1 2
u2 0 0.5 0 0.5
Since all the values occur with uniform probability the expected value will be
0+0.5+0+0.5
4 =0.25
b. Variance of u1=
u1
( u1μ ) p(u1 )
( 21 )+ ( 01 ) + ( 01 ) + ( 21 ) = 0
4 =0
The variance is 0
Variance of u2
( 00.25 ) + ( 50.25 ) + ( 00.25 ) + ( 0.50.25 )= 0
4 =0
The variance is 0
c. Testing independence of u1 and u2
No, the equations are dependent as they share similar variance
7. A fair 6-sided dice is rolled 3 times
a. Probability that sum is 8
Possible outcomes are 63 =216
Each roll must have a value between 1 and 6
1+1+1=3 cannot be
2+2+2=6 cannot be
3+3+3=9 cannot be
The only way we can have a sum of 8 is ( 3,3,2 ) , ( 4,2,2 ) , ( 6,1,1 ) , ( 5,2,1 )
The roll is 3 times so there are 34=12 possibilities
Thus, the probability is 12
216 =1/18
b. Probability of 1 given sum of 8
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MAT9004 Practice Exam
¿ pre ( 81 )
prob ( ¿ 8 ) =
3
216
1
18 =1/4
8.
a. Drawing graph
b. The adjacency matrix is given by A=
1 0 1
1 1 0
1 1 1
the graph does not have a spanning
tree.
c. No, there is no connection that can allow all eight students to seat in a way that
any of them knows both neighbours.
References
McQuarrie, D., 2003. Mathematical Methods for Scientists and Engineers, s.l.: University Science
Books.
Salas, S. L., Hille, E. & Etgen, G. J., 2007. Calculus: One and Several Variables. 10th ed. s.l.:Wiley.
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