Members of a population of fixed sizeNcan be in any one of n states. In discrete time the individuals jump from one state to another, independently of each other, and with probabilities described by a homogeneous Markov chain. At each time a sample of sizeMis withdrawn, (with replacement). Based on these observations, and using the techniques of Hidden Markov Models, recursive estimates for the distribution of the population are obtained