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If annn matrix A is both symmetric and orthogonal, what can you say about the eigenvalues of A? What about the eigenspaces? Interpret the linear transformation T(x)=Axgeometrically in the cases n = 2 and n = 3

Short Answer

Expert verified

E1 AndE1 are orthogonal complements.

Step by step solution

01

The Orthogonal Matrix

  • An orthogonal matrix, also known as an orthonormal matrix, is a real square matrix whose columns and rows are orthonormal vectors in linear algebra.
  • WhereQT is the transpose ofQand I is the identity matrix is one approach to describe this.
02

Determine the value of k

By definition we know that

A Is symmetric A=ATand A is orthogonal AAT=I

So

AAT=IAA=IA2=I

Let be an eigenvalue of A, where there exists a nonzero xsuch that A2x=2x

A2x=Ix2x=x2-1=0=1

  • Which implies that the only possible eigenvalues for A are 1.
  • Since A is symmetric, E1and role="math" localid="1660723209698" E-1are orthogonal complements.
  • When n = 2: If all the eigenvalues are -1 then T represents a reflection about the origin.
  • If all eigenvalues are +1 then we have an identity matrix and the space remains unchanged.
  • Now, suppose one eigenvalue is -1 and the other is +1 then represents a reflection about a line passing through the origin (that line isE1 ).
  • Otherwise, all eigenvalues are +1 and T is an identity.
  • When n = 3 : If all the eigenvalues are -1 , then T represents a reflection about the origin.
  • If all eigenvalues are +1 then we have an identity matrix and the space remains unchanged.
  • Now, suppose one eigenvalue is -1 and the rest are +1 then T represents a reflection about a plane passing through the origin (that plane isE1 ).
  • If one eigenvalue is +1 and the rest are -1 then T represents a reflection about the line passing through the origin (that line isE1)
  • Otherwise, all eigenvalues are +1 and T is an identity.

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