Principles of synthesis of algorithms of statistical recognition of signals on a background noises, 
which are based on the apparatus of decomposition of random values 
in space with a generate element (space of Kunchenko), are resulted. 
Method of forming rules of making decision on the basis of polynomial transformations of input date is offered. 
The structure of polynomials algorithms of recognition is developed.