Automatic recognition systems (100) includes multiple automatic recognition subsystems (102, 104, 106) that are cable of producing estimates of the probability that a subject matches a particular identity and a probability estimate combiner (108) that receives estimates from the multiple automatic recognition subsystems (102, 104, 106). The probability estimate combiner (108) has a number of properties which allow good use to be made of the individual estimates.