Linear-Algebra

Question 1
A
3
Question 1 Explanation: 
Question 2

Find the inverse of the matrix

A
B
C
D
Question 2 Explanation: 
Using eigen values, the characteristic equation we get is,
3 + 2λ2 - 2 = 0
Using Cayley-Hamiltonian theorem
-A3 + 2A2 - 2I = 0
So, A-1 = 1/2 (2A - A2)
Solving we get,
Question 3

The tank of matrix is:

A
0
B
1
C
2
D
3
Question 3 Explanation: 
Question 4

In a compact single dimensional array representation for lower triangular matrices (i.e all the elements above the diagonal are zero) of size n × n, non-zero elements (i.e elements of the lower triangle) of each row are stored one after another, starting from the first row, the index of the (i, j)th element of the lower triangular matrix in this new representation is:

A
i + j
B
i + j - 1
C
j + i(i-1)/2
D
i + j(j-1)/2
Question 4 Explanation: 
Though not mentioned in question, from options it is clear that array index starts from 1 and not 0.
If we assume array index starting from 1 then, ith row contains i number of non-zero elements. Before ith row there are (i-1) rows, (1 to i-1) and in total these rows has 1+2+3......+(i-1) = i(i-1)/2 elements.
Now at ith row, the jth element will be at j position.
So the index of (i, j)th element of lower triangular matrix in this new representation is
j = i(i-1)/2
Question 5

Let A and B be real symmetric matrices of size n × n. Then which one of the following is true?

A
AA′ = 1
B
A = A-1
C
AB = BA
D
(AB)' = BA
Question 5 Explanation: 
Question 6

Let A be the set of all non-singular matrices over real number and let* be the matrix multiplication operation. Then

A
A is closed under* but < A, *> is not a semigroup
B
is a semigroup but not a monoid
C
is a monoid but not a group
D
is a group but not an abelian group
Question 6 Explanation: 
As the matrices are non-singular so their determinant ±0. Hence, the inverse matrix always exist. But for a group to be Abelian it should follow commutative property. As matrix multiplication is not commutative, is a group but not an abelian group.
Question 7

In the interval [0, π] the equation x = cos x has

A
No solution
B
Exactly one solution
C
Exactly two solutions
D
An infinite number of solutions
Question 7 Explanation: 

x & cos(x) are intersecting at only one point.
Question 8

The rank of the following (n + 1)×(n+1) matrix, where a is a real number is

A
1
B
2
C
n
D
Depends on the value of a
Question 8 Explanation: 
Question 9

Let A and B be two n×n matrices over real numbers. Let rank(M) and det(M) denote the rank and determinant of a matrix M, respectively. Consider the following statements,

    I. rank(AB) = rank(A) rank(B)
    II. det(AB) = det(A) det(B)
    III. rank(A + B) ≤ rank(A) + rank(B)
    IV. det(A + B) ≤ det(A) + det(B)

Which of the above statements are TRUE?

A
I and II only
B
I and IV only
C
III and IV only
D
II and III only
Question 9 Explanation: 
Rank(AB) ≥ Rank(A) + Rank(B) − n. So option I is wrong.
Rank is the number of independent rows(vectors) of a matrix. On product of two matrices, the combined rank is more than the sum of individual matrices (subtracted with the order n)
det(AB) = det(A)∙det(B) as the magnitude remains same for the matrices after multiplication.
Note: We can just take a 2x2 matrix and check the options.
Question 10

Let A be the 2×2 matrix with elements a11 = a12 = a21 = +1 and a22 = -1. Then the eigenvalues of the matrix A19 are

A
1024 and -1024
B
1024√2 and -1024√2
C
4√2 and -4√2
D
512√2 and -512√2
Question 10 Explanation: 
a11 = a12 = a21 = 1, a22 = -1
The 2×2 matrix =
Cayley Hamilton theorem:
If matrix A has ‘λ’ as eigen value, An has eigen value as λn.
Eigen value of
|A-λI| = 0

-(1-λ)(1+λ)-1 = 0
-(1-λ2 )-1 = 0
-1 = 1-λ2
λ2 = 2
λ = ±√2
A19 has (√2)19 = 29×√2 (or) (-√2)19 = -512√2
= 512√2
Question 11

Let and be two matrices such that AB = I. Let and CD = 1. Express the elements of D in terms of the elements of B.

A
Theory Explanation.
Question 12

The matrices and commute under multiplication

A
if a = b or θ = nπ, is an integer
B
always
C
never
D
if a cos θ ≠ b sin θ
Question 12 Explanation: 
Question 13

Let Ax = b be a system of linear equations where A is an m × n matrix and b is a m × 1 column vector and X is a n × 1 column vector of unknowns. Which of the following is false?

A
The system has a solution if and only if, both A and the augmented matrix [A b] have the same rank.
B
If m < n and b is the zero vector, then the system has infinitely many solutions.
C
If m = n and b is non-zero vector, then the system has a unique solution.
D
The system will have only a trivial solution when m = n, b is the zero vector and rank (A) = n.
Question 13 Explanation: 
→ It belongs to linear non-homogeneous equations. So by having m=n, we can't say that it will have unique solution.
→ Solution can be depends on rank of matrix A and matrix [A B].
→ If rank[A] = rank[A B] then it can have solution otherwise no solution.
Question 14

Let A = (aij) be an n-rowed square matrix and I12 be the matrix obtained by interchanging the first and second rows of the n-rowed Identify matrix. Then AI12 is such that its first

A
row is the same as its second row
B
row is the same as the second row of A
C
column is the same as the second column of A
D
row is all zero
Question 14 Explanation: 
Let A be 3×3 matrix and I12 be matrix obtained by interchanging the first and second rows of the 3-rowed Identity matrix.

So, we can see that column 1 and 2 got interchanged.
Question 15

The determinant of the matrix is is:

A
11
B
-48
C
0
D
-24
Question 15 Explanation: 
Determinant of given matrix = 6 × 2 × 4 × (-1) = -48
Question 16

Derive the expression for the number of expressions required to solve a system of linear equations in n unknowns using the Gaussian Elimination Method. Assume that one operation refers to a multiplication followed by an addition.

A
Theory Explanation.
Question 17

The rank of the matrix given below is:

        1   4   8   7
        0   0   3   0
        4   2   3   1
        3   12  24  2  
A
3
B
1
C
2
D
4
Question 17 Explanation: 
Question 18

Consider the following determinant 

Which of the following is a factor of Δ?

A
a+b
B
a-b
C
a+b+c
D
abc
Question 18 Explanation: 
Question 19

Consider the following set of equations

                x + 2y = 5
               4x + 8y = 12
          3x + 6y + 3z = 15 

This set

A
has unique solution
B
has no solutions
C
has finite number of solutions
D
has infinite number of solutions
Question 19 Explanation: 
Question 20

The determinant of the matrix is

is:

A
4
B
0
C
15
D
20
Question 20 Explanation: 
The value of the determinant is 2 * 1 * 2 * 1 = 4
Question 21

An n x n array v is defined as follows:

v[i,j] = i-j for all i,j, 1 ≤ i ≤ n, 1 ≤ j ≤ n 

The sum of the elements of the array v is

A
0
B
n -1
C
n2 - 3n + 2
D
n2 (n+1)/2
Question 21 Explanation: 
Let us consider n=5 then we get

Add ith row and jth column if we zero, apply to all row and their corresponding column the total becomes zero.
Question 22

Consider the following statements:

    S1: The sum of two singular n × n matrices may be non-singular
    S2: The sum of two n × n non-singular matrices may be singular.

Which of the following statements is correct?

A
S1 and S2 are both true
B
S1 is true, S2 is false
C
S1 is false, S2 is true
D
S1 and S2 are both false
Question 22 Explanation: 
Question 23

(a) Obtain the eigen values of the matrix

(b) Determine whether each of the following is a tautology, a contradiction, or neither (“∨” is disjunction, “∧” is conjunction, “→” is implication, “¬” in negation, and “↔” is biconditional (if and only if).

   (i) A ↔ (A ∨ A)
   (ii) (A ∨ B) → B
   (iii) A ∧(¬(A ∨ B)
A
Theory Explanation is given below.
Question 23 Explanation: 
(a)
Eigen value of upper/ lower triangular matrix are the diagonal elements of matrix.

(b) (i) A↔(A∨A): This can tells that if A then (A or A)and if (A or A) then A. It represents result as a tautology.
(ii) (A∨B)→B: This is neither tautology nor contradiction.
(iii) A∧(¬(A∨B)): here when A is true then (¬(A∨B)) is false, then it results contradiction.
Question 24

The rank of the matrix is

A
4
B
2
C
1
D
0
Question 24 Explanation: 
Number of non-zero rows is the rank of the matrix.
Question 25

Consider the following system of linear equation

Notice that the second and the third columns of the coefficient matrix are linearly dependent. For how many values of α, does this system of equations have infinitely many solutions?

A
0
B
1
C
2
D
infinitely many
Question 25 Explanation: 

This is in the form AX = B

⇒ R(AB) < n [If we want infinitely many solution]
then -1+5α = 0
5α = 1
α = 1/5 There is only one value of α. System can have infinitely many solutions.
Question 26

If the matrix A4, calculated by the use of Cayley-Hamilton theorem or otherwise, is _________

A
A4 = I
Question 26 Explanation: 
Let λ be eigen value, then characteristic equation will be
(1-λ) (-1-λ) (i-λ) (-i-λ)
= (λ2-1) (λ2+1)
= λ4-1
Characteristic equation is λ4-1 = 0.
According to Cayley-Hamilton theorem, every matrix satisfies its own characteristic equation, so
A4 = I
Question 27

The eigen vector(s) of the matrix

is (are)

A
(0,0,α )
B
(α,0,0)
C
(0,0,1)
D
(0,α,0)
E
Both B and D
Question 27 Explanation: 
Since, the given matrix is an upper triangular one, all eigen values are A. And hence A - λI = A.
So the question as has
(A - λI)X = 0
AX = 0

What x1, x2, x3 are suitable?
Which means:
x1 times column 1 + x2 times column 2 + x3 times column 3 = zero vector
Since α is not equal to zero, so x3 must be necessarily zero to get zero vector.
Hence, only (B) and (D) satisfies.
Question 28

The number of integer-triples (i.j.k) with 1 ≤ i.j.k ≤ 300 such that i + j + k is divisible by 3 is ________

A
Fill in the blanks.
Question 29
A
There exists a bijection from S1to S2.
B
There does not exist a bijection from S1to S2.
C
There exists a surjection from S1to S2.
D
There does not exist an injunction from S1to S2.
Question 29 Explanation: 

The number of functions from a set A to set B is |B|^|A|.

S2: |B|= 3, |A|= n^2-1 +1 = n^2.
we have number of functions 3^(n^2).

S1: there are n*n positions in a matrix of size nxn. Each can be filled with either 0 or 1 or 2 i,e, in 3^(n^2)

 

As there are equal number of elements on both sides, S1->S2 can be one one , onto as well bijection



Question 30
. Suppose that P is a 45matrix such that every solution of the equation Px=0 is a scalar multiple of [2  5  4  3  1]T. The rank of P is _________.
A
4
Question 30 Explanation: 
If the rank of a homogeneous system is less than the number of variables in the system, then the system has infinitely many solutions. r
Question 31

If matrix and X2 - X + I = 0 (I is the Identity matrix and 0 is the zero matrix), then the inverse of X is:

A
B
C
D
Question 31 Explanation: 
Question 32

Let H1, H2, H3, ... be harmonic numbers. Then, for n ∈ Z+, can be expressed as

A
nHn+1 – (n + 1)
B
(n + 1)Hn – n
C
(n + 1)Hn – n
D
(n+1)Hn+1 – (n+1)
Question 33

Let A be an Let A be an n × n matrix of the following form.

What is the value of the determinant of A?

A
B
C
D
Question 33 Explanation: 
Put n=1, you will get a matrix like [3].
Find its determinant, Determinant = 3.
Now check options, by putting n=1, I am getting following results,
A) 5
B) 7
C) 3
D) 3
(A), (B) can't be the answer.
Now, check for n=2, Determinant = 9-1 = 8.
Put n=2 in (C), (D)
C) 7
D) 8
So, (D) is the answer.
Question 34

What values of x, y and z satisfy the following system of linear equations?

A
x = 6, y = 3, z = 2
B
x = 12, y = 3, z = -4
C
x = 6, y = 6, z = -4
D
x = 12, y = -3, z = 0
Question 34 Explanation: 
Question 35

The determinant of the matrix given below is

A
-1
B
0
C
1
D
2
Question 35 Explanation: 

determinant = product of diagonal element [upper triangular matrix]
= -1 * 1 * 1 * 1
= -1
Question 36
Q12
A
−1
B
0
C
1
D
2
Question 37
Let A be any nxm matrix, where m>n. Which of the following statements is/are TRUE about the system of linear equations Ax=0?
A
There exist at least m-n linearly independent solutions to this system
B
There exist m-n linearly independent vectors such that every solution is a linear combination of these vectors
C
There exists a non-zero solution in which at least m-n variables are 0
D
There exists a solution in which at least n variables are non-zero
Question 38

Consider the following set of linear operations:
x + y/2 = 9
3x + y = 10
The value of the Frobenius norm for the above system of equations is:

A
0.5
B
0.75
C
1.5
D
2.0
Question 38 Explanation: 
Question 39

Consider the following set of linear operations:
x + y/2 = 9
3x + y = 10
What can be said about the Gauss-Siedel iterative method for solving the above set of linear equations?

A
it will converge
B
it will diverse
C
it will neither converge nor diverse
D
It is not applicable
Question 39 Explanation: 
As,
|1| + |1/2| <= |9|
and |3| + |1| <= |10|
There are 39 questions to complete.

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