A set of sensor inputs (102-104) are received in an agricultural machine (100). The sensor inputs (102-104) are indicative of sensed or measured variables. A probabilistic control system (108) probabilistically infers values for another set of variables and generates a set of control signals based on the probabilistically inferred values.