Question Details

M = ( I n - 1 n 1 1 T ) be a matrix where 1 = (1,1,...,1)T ∈ Rn and In is the identity matrix of order n. then which of the following is/are true.

Options

A

M is a projection matrix

B

MT = M

C

M2 = I

D

trace (M) = n

Show Answer

Correct Answer :

Option A

M is a projection matrix

Option B

MT = M

Solution :

The correct options are:
1. M is a projection matrix
2. MT = M

To understand why these options are correct, let us analyze the properties of the matrix:
M = I n - 1 n 1 1 T
where 1 = (1, 1, ..., 1)T is a column vector of all ones of dimension n, and In is the n x n identity matrix.

Step 1: Verify if M is symmetric (MT = M)
Taking the transpose of M:
M T = ( I n - 1 n 1 1 T ) T
Using the properties of matrix transpose, (A - B)T = AT - BT and (A B)T = BT AT:
M T = I n T - 1 n ( 1 1 T ) T
Since In is symmetric, InT = In. Also, for the outer product of the vector 1:
( 1 1 T ) T = ( 1 T ) T 1 T = 1 1 T
Substituting these back, we get:
M T = I n - 1 n 1 1 T = M
Thus, the option MT = M is correct.

Step 2: Verify if M is a projection matrix (M2 = M)
A matrix is a projection matrix if and only if it is idempotent, meaning M2 = M. Let us calculate M2:
M 2 = ( I n - 1 n 1 1 T ) ( I n - 1 n 1 1 T )
Expanding the terms:
M 2 = I n - 2 n 1 1 T + 1 n 2 ( 1 1 T ) ( 1 1 T )
Now we simplify the term (1 1T)(1 1T). Since matrix multiplication is associative, we can write:
( 1 1 T ) ( 1 1 T ) = 1 ( 1 T 1 ) 1 T
Since 1T 1 is the inner product of a vector of all ones of length n with itself, we have:
1 T 1 = 1 + 1 + ... + 1 = n
Therefore:
( 1 1 T ) ( 1 1 T ) = n ( 1 1 T )
Substituting this back into the equation for M2:
M 2 = I n - 2 n 1 1 T + 1 n 2 ( n 1 1 T )
Simplifying the coefficients:
M 2 = I n - 2 n 1 1 T + 1 n 1 1 T
M 2 = I n - 1 n 1 1 T = M
Since M2 = M, M is idempotent, and therefore M is a projection matrix.

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