Data-driven fraud detection in international shipping.

•A Bayesian network is developed to detect miscoding and smuggling from shipment data.•Probabilistic discriminative models are derived from the Bayesian network.•Data-driven fraud detection provides higher quality fraud alarms than random audits.•Discriminative models tend to generate higher quality alarms than generative models.