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2010 year, number 1

Development and Investigation of Two-Level Non-Parametric Estimators

A. V. Lapko, V. A. Lapko
Keywords: non-parametric statistics, pattern recognition systems, decomposition of the learning sample, asymptotic properties
Pages: 70-78


A method of synthesis of two-level non-parametric pattern recognition systems based on the principles of decomposition of learning samples in terms of their volume and on using the technology of parallel computations is proposed. The properties of these systems are analyzed on the basis of computational experiments performed.