Adaptive parallel training of modified Kohonen's self-organizing map

Authors

  • Владислав Александрович Дяченко Kharkov National University of Radioelectronics Av. Lenina, 14, Kharkov, Ukraine, 61166, Ukraine
  • Олег Филиппович Михаль Kharkov National University of Radioelectronics Av. Lenina, 14, Kharkov, Ukraine, 61166, Ukraine

DOI:

https://doi.org/10.15587/1729-4061.2012.3704

Keywords:

Distributed data processing, Kohonen's self-organizing maps

Abstract

To the structural parameters of the classical and the modified versions of training Kohonen's self-organizing maps are compared. The comparative analysis of the learning rate for different types of input data is considered

Author Biographies

Владислав Александрович Дяченко, Kharkov National University of Radioelectronics Av. Lenina, 14, Kharkov, Ukraine, 61166

Postgraduate

Department of Electronic Computers

Олег Филиппович Михаль, Kharkov National University of Radioelectronics Av. Lenina, 14, Kharkov, Ukraine, 61166

Doctor of technical sciences, professor

Department of Electronic Computers

References

  1. Дяченко, В.А., Михаль, О.Ф., Руденко, О.Г. Сеть Кохонена с параллель-ным обучением // Управляющие системы и машины. - 2009. - № 5. - С. 14-18.
  2. Дяченко, В.А., Кошкин, А.А., Михаль, О.Ф. Параллельная процедура обучения в модифицированной сети Кохонена // Вестник ХНТУ. - 2011. -№2(41). - С. 146-149.
  3. Дяченко, В.А., Михаль, О.Ф. Повышение эффективности обучения мо-дифицированной сети Кохонена // Информатика, математическое моделирова-ние, экономика: сборник научных статей по итогам Междунар.науч.-практ. конф., 22 апреля 2011 г. Смоленск. – 2011. – Смоленск. - С. 90-96.
  4. Дяченко, В.А., Михаль О.Ф. Адаптивное параллельное обучение моди-фицированной самоорганизующейся карты Кохоне // Сучасні напрямки розвит-ку інформаційно-комунікаційних технологій та засобів управління: Матеріали другої міжнародної науково-технічної конференції “ХНДІ ТМ”. - 2011. – C. 44.
  5. Руденко, О.Г., Бодянский, Е.В. Основы теории искусственных нейрон-ных сетей. – Х.: ТЕЛЕТЕХ, 2002. – 317 с.

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Published

2012-04-01

How to Cite

Дяченко, В. А., & Михаль, О. Ф. (2012). Adaptive parallel training of modified Kohonen’s self-organizing map. Eastern-European Journal of Enterprise Technologies, 2(4(56), 11–14. https://doi.org/10.15587/1729-4061.2012.3704

Issue

Vol. 2 No. 4(56) (2012): Mathematics and cybernetics - fundamental and applied aspects

Section

Mathematics and Cybernetics - applied aspects

License

Copyright (c) 2014 Владислав Александрович Дяченко, Олег Филиппович Михаль

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