We want to model the rate of infection with an infectious disease depending on the day after outbreak . Denote the recorded number of outbreaks at day by . We are going to model the distribution of as a Poisson distribution with a time-varying parameter , which is a common assumption when handling count data. First, recall the likelihood of a Poisson distributed random variable in terms of the parameter