Past exam of the mathematics course of the University of Cambridge / 2009 / iii / Paper 36 / 2 / a

Under the discrete uniform distribution, the observation has probability $1/N$ when its value is an available label, and zero otherwise. Therefore the likelihood function isThis is the discrete uniform endpoint posterior model's likelihood; all endpoints smaller than the observed label are excluded.