Use coordinates , with the starting corner . The bishop stays on the 32 squares where is an even number. Its moves form a random walk on a graph, with an edge between distinct squares whenever . If is the number of reachable squares, the transition probability to each neighbor is .
The graph is connected: from move along its antidiagonal to , then along the main diagonal to the corner. The midpoint coordinates are integers because is an even number, and this square always lies on the board. Thus this is the full communicating state space of the bishop random walk.
The invariant distribution is proportional to degree. Its normalizing constant can be counted by summing the ordered pairs along each diagonal. The diagonals of one orientation have lengths , contributing ; the other have lengths , contributing . Therefore
For any neighboring states , , proving the detailed balance equations and hence that the chain is a reversible Markov chain.
The corner has seven neighbors. Kac's lemma gives its expected first positive return time:
Center the board at the origin and map each white square to
The white squares become the integer points of the diamond
and a bishop move changes exactly one coordinate. From the chain can move first to and then to , since both points lie in . Reversing such paths connects any two states, so the bishop random walk is an irreducible Markov chain.