3.II.10H

Linear Algebra | Part IB, 2006

(a) Define what is meant by the trace of a complex n×nn \times n matrix AA. If TT denotes an n×nn \times n invertible matrix, show that AA and TAT1T A T^{-1} have the same trace.

(b) If λ1,,λr\lambda_{1}, \ldots, \lambda_{r} are distinct non-zero complex numbers, show that the endomorphism of Cr\mathbf{C}^{r} defined by the matrix

Λ=(λ1λ1rλrλrr)\Lambda=\left(\begin{array}{ccc} \lambda_{1} & \ldots & \lambda_{1}^{r} \\ \vdots & \ldots & \vdots \\ \lambda_{r} & \ldots & \lambda_{r}^{r} \end{array}\right)

has trivial kernel, and hence that the same is true for the transposed matrix Λt\Lambda^{t}.

For arbitrary complex numbers λ1,,λn\lambda_{1}, \ldots, \lambda_{n}, show that the vector (1,,1)t(1, \ldots, 1)^{t} is not in the kernel of the endomorphism of Cn\mathbf{C}^{n} defined by the matrix

(λ1λnλ1nλnn)\left(\begin{array}{ccc} \lambda_{1} & \ldots & \lambda_{n} \\ \vdots & \ldots & \vdots \\ \lambda_{1}^{n} & \ldots & \lambda_{n}^{n} \end{array}\right)

unless all the λi\lambda_{i} are zero.

[Hint: reduce to the case when λ1,,λr\lambda_{1}, \ldots, \lambda_{r} are distinct non-zero complex numbers, with rnr \leqslant n, and each λj\lambda_{j} for j>rj>r is either zero or equal to some λi\lambda_{i} with iri \leqslant r. If the kernel of the endomorphism contains (1,,1)t(1, \ldots, 1)^{t}, show that it also contains a vector of the form (m1,,mr,0,,0)t\left(m_{1}, \ldots, m_{r}, 0, \ldots, 0\right)^{t} with the mim_{i} strictly positive integers.]

(c) Assuming the fact that any complex n×nn \times n matrix is conjugate to an uppertriangular one, prove that if AA is an n×nn \times n matrix such that AkA^{k} has zero trace for all 1kn1 \leqslant k \leqslant n, then An=0.A^{n}=0 .

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