Properties of Matrix Based on Divisibility Condition
Let M=(aij), i,j∈{1,2,3}, be the 3×3 matrix such that aij=1 if j+1 is divisible by i, otherwise aij=0. Then which of the following statements is(are) true?
Options
A
M is invertible
B
There exists a nonzero column matrix a1a2a3 such that Ma1a2a3=−a1−a2−a3
Correct
C
The set {X∈R3:MX=0}={0}, where 0=000
Correct
D
The matrix (M−2I) is invertible, where I is the 3×3 identity matrix
To determine which of the given statements are true, we first construct the matrix M=(aij)3×3, where aij=1 if j+1 is divisible by i, and aij=0 otherwise, for i,j∈{1,2,3}.
Evaluating the entries aij:
For i=1:
j=1⟹j+1=2, divisible by 1⟹a11=1
j=2⟹j+1=3, divisible by 1⟹a12=1
j=3⟹j+1=4, divisible by 1⟹a13=1
For i=2:
j=1⟹j+1=2, divisible by 2⟹a21=1
j=2⟹j+1=3, not divisible by 2⟹a22=0
j=3⟹j+1=4, divisible by 2⟹a23=1
For i=3:
j=1⟹j+1=2, not divisible by 3⟹a31=0
j=2⟹j+1=3, divisible by 3⟹a32=1
j=3⟹j+1=4, not divisible by 3⟹a33=0
Thus, the matrix M is:
M=110101110
Step 1: Characteristic Polynomial of M
Let us find the characteristic equation det(M−λI)=0:
det(M−λI)=1−λ101−λ111−λ=0
Expanding along the third row:
det(M−λI)=−1⋅((1−λ)⋅1−1⋅1)+(−λ)⋅((1−λ)(−λ)−1)=−1(−λ)−λ(λ2−λ−1)=λ−λ3+λ2+λ=−λ3+λ2+2λ=−λ(λ2−λ−2)=−λ(λ+1)(λ−2)
Setting det(M−λI)=0, the eigenvalues of M are:
λ=0,λ=−1,λ=2
Step 2: Verification of Options
Option (A):
Since λ=0 is an eigenvalue, we have:
det(M)=0⋅(−1)⋅2=0
Therefore, M is not invertible.
(Option A is FALSE)
Option (B):
The equation MX=−X can be rewritten as (M+I)X=0. This holds for any non-zero eigenvector corresponding to the eigenvalue λ=−1.
Solving (M+I)X=0:
210111111a1a2a3=000
Subtracting row 2 from row 1 gives a1=0, and row 3 gives a2+a3=0⟹a3=−a2.
Choosing a2=1, we get a non-zero column matrix X=01−1.
(Option B is TRUE)
Option (C):
The set {X∈R3:MX=0} is the null space of M. Since det(M)=0, there exist non-trivial (non-zero) solutions.
For instance, setting MX=0:
110101110xyz=000⟹y=0 and x+z=0
A non-zero solution is X=10−1.
Thus, {X∈R3:MX=0}={0}.
(Option C is TRUE)
Option (D):
Since λ=2 is an eigenvalue of M, we have:
det(M−2I)=0
Therefore, the matrix (M−2I) is singular and not invertible.
(Option D is FALSE)