Common approaches to t he construction and analysis of the conjugate problems of decision variant choice and of diagnosing such variants are proposed and investigated here. Practical applications of these approaches are provided. New models of pattern recognition and decision making problems are given. The models are based on immersional, existential and logical conjugacy for the initial problem of diagnostics and effective choice in the general form. The model of the multi-valued interpretation of contradictory information is also investigated.