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.
Correct Answer :
M is a projection matrix
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:
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:
Using the properties of matrix transpose, (A - B)T = AT - BT and (A B)T = BT AT:
Since In is symmetric, InT = In. Also, for the outer product of the vector 1:
Substituting these back, we get:
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:
Expanding the terms:
Now we simplify the term (1 1T)(1 1T). Since matrix multiplication is associative, we can write:
Since 1T 1 is the inner product of a vector of all ones of length n with itself, we have:
Therefore:
Substituting this back into the equation for M2:
Simplifying the coefficients:
Since M2 = M, M is idempotent, and therefore M is a projection matrix.
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