Nonparametric pattern recognition systems in the conditions of large learning samples

Aleksandr V. Lapko, Vasiliy A. Lapko · Pattern Recognition and Image Analysis · 2010

A procedure is suggested for the synthesis of nonparametric pattern decomposition systems based on the concepts of training sample decomposition and the use of parallel computation technology. The analysis of such systems’ properties is carried out on the results of computational experiments.

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