Please use this identifier to cite or link to this item: http://ds.knu.edu.ua/jspui/handle/123456789/2291
Title: Education individualization by means of artificial neural networks
Authors: Valko, Nataliia
Osadchyi, Viacheslav
Keywords: STEM-Education
Artificial Neural Networks
Individualization
Modern educational
Model
Communication Scheme
Issue Date: 22-кві-2020
Publisher: EDP Sciences
Citation: Valko N. Education individualization by means of artificial neural networks [Electronic resource] / Nataliia Valko, Viacheslav Osadchyi // The International Conference on Sustainable Futures: Environmental, Technological, Social and Economic Matters (ICSF 2020). Kryvyi Rih, Ukraine, May 20-22, 2020 / Eds. : S. Semerikov, S. Chukharev, S. Sakhno, A. Striuk, V. Osadchyi, V. Solovieva, T. Vakaliuk, P. Nechypurenko, O. Bondarenko, H. Danylchuk // E3S Web of Conferences. – 2020. – Volume 166. – Article 10021. – Access mode : https://www.e3s-conferences.org/articles/e3sconf/abs/2020/26/e3sconf_icsf2020_10021/e3sconf_icsf2020_10021.html. – DOI : 10.1051/e3sconf/202016610021
Series/Report no.: E3S Web of Conferences;166
Abstract: This paper examines the issues related to the implementation of an educational process based on modern information technologies use. The main purpose of it is to achieve a significant level of individualization of the educational process, taking into account the individual characteristics and capabilities of each participant of the process. The implementation of the approach became possible at using elements of the theory of artificial neural networks in the educational process. Based on the network, it is possible to build a model of the educational process; it will significantly increase the control of the teacher on the educational process. Moreover, this network can adapt to a specific education task, the individual characteristics of the student and teacher. The mathematical model of the educational process using modern information technologies and neural networks is constructed. Their use is based on the developed criteria of successful execution of various stages of the educational process. Such criteria are designed for both the student and the teacher. The characteristic of participant’s activity of the educational process is considered in the work. A numerical interpretation of this concept is proposed.
URI: https://www.e3s-conferences.org/articles/e3sconf/abs/2020/26/e3sconf_icsf2020_10021/e3sconf_icsf2020_10021.html
http://ds.knu.edu.ua/jspui/handle/123456789/2291
ISSN: 2267-1242
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