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18.06- Exercises on symmetric matrices and positive definiteness Solved

Exercises on symmetric matrices and positive definiteness 

Problem 25.1: (6.4 #10. Introduction to Linear Algebra: Strang) Here is a quick “proof” that the eigenvalues of all real matrices are real:

 TAx = λxTx so λ = xxTTAxx is real. False Proof: Ax = λx gives x

There is a hidden assumption in this proof which is not justified. Find the flaw by testing each step on the 90 ◦ rotation matrix:

      
with λ = i and x = (i,1).

Problem 25.2: (6.5 #32.) A group of nonsingular matrices includes AB and

A−1 if it includes A and B. “Products and inverses stay in the group.” Which of these are groups?

a)     Positive definite symmetric matrices A.

b)     Orthogonal matrices Q.

c)      All exponentials etA of a fixed matrix A.

d)     Matrices D with determinant 1.

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