Multilevel models for solution of multiclass recognition problems


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The problem of choosing an ensemble of binary subproblems for multiclass recognition problems is considered in the algebraic and logical approaches. The connection of the first and second level algorithm correctness and the applicability of logical deduction in a multilevel scheme are studied. Two modifications of the ECOC method are proposed that allow one to improve the quality of the original method under different conditions; this is demonstrated using model and applied problems.

作者简介

A. Dokukin

Dorodnicyn Computing Centre, Federal Research Center Computer Science and Control

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Email: dalex@ccas.ru
俄罗斯联邦, ul. Vavilova 44, Moscow, 119333

V. Ryazanov

Moscow Institute of Physics and Technology

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俄罗斯联邦, Institutskii per. 9, Dolgoprudnyi, Moscow oblast, 141700

O. Shut

Belarusian State University

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白俄罗斯, pr. Nezavisimosti 4, Minsk, 220030

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