Paper 4, Section II, E

Linear Algebra
Part IB, 2018

Let VV be a finite dimensional inner-product space over C\mathbb{C}. What does it mean to say that an endomorphism of VV is self-adjoint? Prove that a self-adjoint endomorphism has real eigenvalues and may be diagonalised.

An endomorphism α:VV\alpha: V \rightarrow V is called positive definite if it is self-adjoint and satisfies α(x),x>0\langle\alpha(x), x\rangle>0 for all non-zero xVx \in V; it is called negative definite if α-\alpha is positive definite. Characterise the property of being positive definite in terms of eigenvalues, and show that the sum of two positive definite endomorphisms is positive definite.

Show that a self-adjoint endomorphism α:VV\alpha: V \rightarrow V has all eigenvalues in the interval [a,b][a, b] if and only if αλI\alpha-\lambda I is positive definite for all λ<a\lambda<a and negative definite for all λ>b\lambda>b.

Let α,β:VV\alpha, \beta: V \rightarrow V be self-adjoint endomorphisms whose eigenvalues lie in the intervals [a,b][a, b] and [c,d][c, d] respectively. Show that all of the eigenvalues of α+β\alpha+\beta lie in the interval [a+c,b+d][a+c, b+d].