Continuous-time jump-diffusion models are widely used in finance and economics. They describe the time-series behavior of asset prices, interest and foreign exchange rates, commodity and energy prices, default rates, and other quantities. This paper addresses the parameter inference problem for a jump-diffusion observed at fixed time intervals that need not be short. We develop an unbiased Monte...