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Class 27: Question 1 TRUE or FALSE: If P is a projection matrix of the form P=A(A T A) -1 A T then P is a symmetric matrix. 1. TRUE 2. FALSE.

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Presentation on theme: "Class 27: Question 1 TRUE or FALSE: If P is a projection matrix of the form P=A(A T A) -1 A T then P is a symmetric matrix. 1. TRUE 2. FALSE."— Presentation transcript:

1 Class 27: Question 1 TRUE or FALSE: If P is a projection matrix of the form P=A(A T A) -1 A T then P is a symmetric matrix. 1. TRUE 2. FALSE

2 Class 27: Answer 1: (A) The question is asking whether P T =P and the answer is yes. P=A(A T A) -1 A T P T =[A(A T A) -1 A T ] T P T =[A T ] T [(A T A) -1 ] T [A] T P T =A[(A T A) T ] -1 A T P T =A[A T A] -1 A T =P

3 Class 27: Question 2 TRUE or FALSE: If P is a projection matrix of the form P=A(A T A) -1 A T then P is an invertible matrix. 1. TRUE 2. FALSE

4 Class 26: Answer 2: (B) What’s the determinant of a permutation matrix? Well, if det(A) exists and is not zero then: But since A does not even have to be square (although P always is) P does NOT have to always invertible. The answer is FALSE.

5 Class 27: Question 3 TRUE or FALSE: If A is a symmetric matrix then A -1 =A T. 1. TRUE 2. FALSE

6 Class 27: Answer 3: (B) If a matrix is symmetric its transpose equals itself. This does not mean its transpose equals its inverse (that’s true for square orthogonal matrices). There’s nothing that says a symmetric matrix even needs to be invertible, i.e.

7 Class 27: Question 4

8 Class 27: Answer 4: (E) All four statements are true. Statement 1 follows from Theorem 5.18. (Symmetric matrices have real eigenvalues) Statement 2 follows because (A -1 ) T =(A T ) -1 =A -1 which means the inverse matrix A -1 is symmetric, also. Statement 3 follows from Theorem 5.19. (Eigenvectors corresponding to different eigenvalues of symmetric matrices are orthogonal to each other) Statement 4 follows from Statement 3


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