In this talk, we consider a linear birth and death process with immigration to model infectious disease propagation when contamination stems from both person-to-person contact and the environment. Our aim is to estimate the parameters
of the process. The main originality and difficulty comes from the observation framework. Indeed, counts of infected population are hidden. The performance of our estimators is illustrated both on synthetic data and real data of typhoid fever in Mayotte.