Education individualization by means of artificial neural networks

- Valko, Nataliia and Osadchyi, Viacheslav V. (orcid.org/0000-0001-5659-4774) (2020) Education individualization by means of artificial neural networks E3S Web of Conferences. The International Conference on Sustainable Futures: Environmental, Technological, Social and Economic Matters (ICSF 2020) (166). pp. 1-6. ISSN 2267-1242

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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.

Item Type: Article
Keywords: STEM-Education, Artificial Neural Networks, Individualization, Modern education, Model, Communication Scheme
Subjects: Science and knowledge. Organization. Computer science. Information. Documentation. Librarianship. Institutions. Publications > 00 Prolegomena. Fundamentals of knowledge and culture. Propaedeutics > 004 Computer science and technology. Computing. Data processing > 004.9 ІКТ ( Application-oriented computer-based techniques )
Science and knowledge. Organization. Computer science. Information. Documentation. Librarianship. Institutions. Publications > 3 Social Sciences > 37 Education > 37.01/.09 Special auxiliary table for theory, principles, methods and organization of education
Divisions: Information Technologies and Learning Tools > Joint laboratory with SIHE “Kryvyi Rih National University”
Depositing User: Сергій Олексійович Семеріков
Date Deposited: 12 May 2020 18:42
Last Modified: 03 Sep 2020 15:26
URI: http://lib.iitta.gov.ua/id/eprint/720213

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