Proceedings of the 8th Scientific Conference on Information Technologies for Intelligent Decision Making Support (ITIDS 2020)

Generating Data on Individual Learning Paths for Classification Using Deep Learning Networks

Authors
Sofia Sosinskaya, Roman Dorofeev, Sofia Rogacheva, Andrey Dorofeev
Corresponding Author
Sofia Sosinskaya
Available Online 10 November 2020.
DOI
https://doi.org/10.2991/aisr.k.201029.069How to use a DOI?
Keywords
ontology, individual learning paths, deep learning networks, compiler generator, generation of model data
Abstract

The article considers information about individual learning paths as a set of observations with a large number of features. To reduce the amount of information, it is proposed to classify samples using deep learning networks. Selections are saved either in a relational database or as an ontology. To device training algorithms, a generation of model data instead of real ones, which is currently missing, is proposed. Data are converted from relational tables to ontology using the ANTLR compiler generator. Based on the generated data and qualimetric estimates, the integral characteristics are calculated using a method also proposed in the article. The final results will be a quality assessment of the classification based on deep learning networks. The methods and approaches proposed by the authors are universal and can be used in any higher educational institution to select an algorithm for their qualitative classification.

Copyright
© 2020, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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Volume Title
Proceedings of the 8th Scientific Conference on Information Technologies for Intelligent Decision Making Support (ITIDS 2020)
Series
Advances in Intelligent Systems Research
Publication Date
10 November 2020
ISBN
10.2991/aisr.k.201029.069
ISSN
1951-6851
DOI
https://doi.org/10.2991/aisr.k.201029.069How to use a DOI?
Copyright
© 2020, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - CONF
AU  - Sofia Sosinskaya
AU  - Roman Dorofeev
AU  - Sofia Rogacheva
AU  - Andrey Dorofeev
PY  - 2020
DA  - 2020/11/10
TI  - Generating Data on Individual Learning Paths for Classification Using Deep Learning Networks
BT  - Proceedings of the 8th Scientific Conference on Information Technologies for Intelligent Decision Making Support (ITIDS 2020)
PB  - Atlantis Press
SP  - 369
EP  - 374
SN  - 1951-6851
UR  - https://doi.org/10.2991/aisr.k.201029.069
DO  - https://doi.org/10.2991/aisr.k.201029.069
ID  - Sosinskaya2020
ER  -