ConisderConsider the following dimension stochastic matrix,
\begin{bmatrix} p & q & 0 & 0 & 0 \\ 0 & 0 & 1 & 0 & 0 \\ 0 & 0 & 0 & 1 & 0 \\ 0 & 0 & 0 & 0 & 1 \\ 1 & 0 & 0 & 0 & 0 \\ \end{bmatrix} with
with $p,q>0$ and $p+q=1$.
To control mixing time, I am interested in its spectral gap. Let $n$ be the number of rows (e.g., $n=5$ in the example above). The characteristic polynomial is
$$x^n - px^{n-1} - q.$$ How
How to argue that the spectral gap decaydecays polynomially in terms of $n$ (rather than of exponentially)?