This paper presents a procedure for the sequential estimation of the r
ate parameter for a Poisson process. The procedure is based on Bayes'
rule for combining new sample data with a prior estimate to obtain a p
osterior estimate. The procedure is facilitated by the use of a parame
ter map for monitoring the sequence of estimates and by a stationarity
test for verifying the appropriateness of some of the assumptions.