An optimal corrector for a set of recognition algorithms

The problem of improving the quality of recognition by the combination of algorithms into commitees is solved. For a set of decisions of individual algorithms a method is proposed for constructing a monotonic corrector of these algorithms, optimal in the sense of recognition quality.