We propose a stochastic approach for trading and pricing emission permits under an incomplete hybrid system in which credits are partially fungible from one period to another. Our approach is based on the filtering theory proposed by Follmer and Schweizer (1991). Under our framework exotic options can easily be priced with the use of straightforward derivatives pricing algorithms such as Monte Carlo simulation.