Multilevel models for solution of multiclass recognition problems
- 作者: Dokukin A.A.1, Ryazanov V.V.2, Shut O.V.3
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隶属关系:
- Dorodnicyn Computing Centre, Federal Research Center Computer Science and Control
- Moscow Institute of Physics and Technology
- Belarusian State University
- 期: 卷 26, 编号 3 (2016)
- 页面: 461-473
- 栏目: Methematical Method in Pattern Recognition
- URL: https://bakhtiniada.ru/1054-6618/article/view/194784
- DOI: https://doi.org/10.1134/S1054661816030044
- ID: 194784
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详细
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
编辑信件的主要联系方式.
Email: dalex@ccas.ru
俄罗斯联邦, ul. Vavilova 44, Moscow, 119333
V. Ryazanov
Moscow Institute of Physics and Technology
Email: dalex@ccas.ru
俄罗斯联邦, Institutskii per. 9, Dolgoprudnyi, Moscow oblast, 141700
O. Shut
Belarusian State University
Email: dalex@ccas.ru
白俄罗斯, pr. Nezavisimosti 4, Minsk, 220030
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