struggling on the properties of the idempotent matrix, namely for any n &#x00D7;<!-- × --> n

Ezekiel Yoder

Ezekiel Yoder

Answered question

2022-06-24

struggling on the properties of the idempotent matrix, namely for any n × n matrix, A 2 = A .. The projection matrix defined by M = I n A ( A T A ) 1 A T is an idempotent matrix. The question is, for any given n × m ( n > m) matrix B ,, do we have
M = I n A ( A T A ) 1 A T = I n A B ( B T A T A B ) 1 B T A T ,
since A B is basically the linear transformation of matrix A .

Answer & Explanation

hildiadau0o

hildiadau0o

Beginner2022-06-25Added 21 answers

First, your projection matrix makes sense if r a n k A = k < n. Otherwise, M = 0. If so, M maps to the n k-dimensional linear space spanned by the vectors c i orthogonal to the columns of A.
Now, when you consider M ¯ = I n A B ( B T A T A B ) 1 B T A T , this operator maps to the linear subspace orthogonal to the column space of A B. Here, you can have different options depending on the rank of A B.
Let, for instance, r a n k A B = r a n k A. In this case, the column space of A B is the same as the column space of A and M = M ¯ . But this will not be the case if r a n k A B < r a n k A.

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