Determining the finite-time transition probabilities involves matrix exponentiation, generally accomplished through an eigen-decomposition of L. Here, we restrict ourselves to infinitesimal rate matrices that yield only real eigen-values and eigen-vectors. Any matrix similar to a symmetric matrix ensures a real eigen-decomposition; consequentially, we formulate