Linear ALgebra: Showing negative definteness

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Homework Help Overview

The problem involves a real anti-symmetric n x n matrix M and requires showing that M^2 is a non-positive matrix for all vectors x. The context is within linear algebra, specifically focusing on properties of matrices and their eigenvalues.

Discussion Character

  • Conceptual clarification, Mathematical reasoning

Approaches and Questions Raised

  • The original poster attempts to use the determinant of M and properties of eigenvalues to analyze M^2, but finds a contradiction with the problem's requirements. Some participants suggest alternative approaches that do not involve determinants or eigenvalues, hinting at a different method of manipulation.

Discussion Status

Participants are exploring different methods to approach the problem. Some hints have been provided that redirect the focus away from determinants and eigenvalues, suggesting a more direct manipulation of the expression involving M^2.

Contextual Notes

There is a mention of potential confusion regarding the determinant formula, and participants are questioning the implications of anti-symmetry in relation to the properties of M.

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Homework Statement



If M is a real anti-symmetric n x n matrix, M^2 is a real symmetric matrix. Show that M^2 is a non-positive matrix, i.e. x(transposed) M^2 x <= 0, for all vectors x.


Homework Equations



det(M) = (-1)^n det (M)

The Attempt at a Solution



I attempted to use the relevant equation above to find the determinant of M^2, and found that it is >=0. Diagonalising M^2 gives me the matrix of diagonal eigenvalues, which shares the same determinant as M^2. Thus, in the eigenvalue basis, I proved y(trans) D y >=0, which is the opposite of what the question wants.
 
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No need whatsoever for determinants or eigenvalues.

Hint: ##x^T M^2 x = (x^T M) (M x) = ?##
 
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1. Are you sure you didn't mistype that determinant formula?
2. anti-symmetry implies M^T = -M
 
jbunniii said:
No need whatsoever for determinants or eigenvalues.

Hint: ##x^T M^2 x = (x^T M) (M x) = ?##

= ##(M^T x)^T (Mx) = -(Mx)^T(Mx) = -|Mx|^2 <=0 ##

Thanks.
 

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