INFORMATIONAL SYNTHESIS OF INFORMATION AND ANALYTICAL SYSTEM OF ASSESSMENT QUALITY OF LEARNING CONTENT
In this paper the algorithm for parameters optimization of learning information-analytical system assessing the quality of educational content graduating department of higher education with the aim to adapt it to the needs of the labor market is proposed. Machine learning systems implemented under t...
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| Format: | Article |
| Language: | English |
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National Aerospace University «Kharkiv Aviation Institute»
2016-06-01
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| Series: | Радіоелектронні і комп'ютерні системи |
| Subjects: | |
| Online Access: | http://nti.khai.edu/ojs/index.php/reks/article/view/928 |
| _version_ | 1797683353055395840 |
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| author | А. В. Васильєв А. С. Довбиш В. О. Любчак А. С. Осадчий |
| author_facet | А. В. Васильєв А. С. Довбиш В. О. Любчак А. С. Осадчий |
| author_sort | А. В. Васильєв |
| collection | DOAJ |
| description | In this paper the algorithm for parameters optimization of learning information-analytical system assessing the quality of educational content graduating department of higher education with the aim to adapt it to the needs of the labor market is proposed. Machine learning systems implemented under the informational and extremal intellectual technology of data analysis based on maximizing the capacity of information in the process of learning. The parameters of system settings that are optimized for machine learning stage, examined control tolerances mentioned signs of recognition and the geometrical parameters of the partition feature space into classes of quality of educational content as parameters of decision rules are considered. The algorithm of machine learning implements iterative approximation the global maximum informational criterion to its limit values in admissible domain of its function. The results of the proposed algorithm of machine learning system obtained by the example of assessment content modules disciplines of Bachelor in specialty "Computer science and information technology." |
| first_indexed | 2024-03-12T00:14:12Z |
| format | Article |
| id | doaj.art-87730ba265ef4ef8a208d45c0a784dfb |
| institution | Directory Open Access Journal |
| issn | 1814-4225 2663-2012 |
| language | English |
| last_indexed | 2024-03-12T00:14:12Z |
| publishDate | 2016-06-01 |
| publisher | National Aerospace University «Kharkiv Aviation Institute» |
| record_format | Article |
| series | Радіоелектронні і комп'ютерні системи |
| spelling | doaj.art-87730ba265ef4ef8a208d45c0a784dfb2023-09-15T18:53:55ZengNational Aerospace University «Kharkiv Aviation Institute»Радіоелектронні і комп'ютерні системи1814-42252663-20122016-06-0104778310.32620/reks.2016.4.09971INFORMATIONAL SYNTHESIS OF INFORMATION AND ANALYTICAL SYSTEM OF ASSESSMENT QUALITY OF LEARNING CONTENTА. В. ВасильєвА. С. ДовбишВ. О. ЛюбчакА. С. ОсадчийIn this paper the algorithm for parameters optimization of learning information-analytical system assessing the quality of educational content graduating department of higher education with the aim to adapt it to the needs of the labor market is proposed. Machine learning systems implemented under the informational and extremal intellectual technology of data analysis based on maximizing the capacity of information in the process of learning. The parameters of system settings that are optimized for machine learning stage, examined control tolerances mentioned signs of recognition and the geometrical parameters of the partition feature space into classes of quality of educational content as parameters of decision rules are considered. The algorithm of machine learning implements iterative approximation the global maximum informational criterion to its limit values in admissible domain of its function. The results of the proposed algorithm of machine learning system obtained by the example of assessment content modules disciplines of Bachelor in specialty "Computer science and information technology."http://nti.khai.edu/ojs/index.php/reks/article/view/928машинне навчання, інформаційно-екстремальний алгоритм, розпізнавання, ознака розпізнавання, вкладений контейнер класу розпізнавання, інформаційний критерій, навчальний контент |
| spellingShingle | А. В. Васильєв А. С. Довбиш В. О. Любчак А. С. Осадчий INFORMATIONAL SYNTHESIS OF INFORMATION AND ANALYTICAL SYSTEM OF ASSESSMENT QUALITY OF LEARNING CONTENT Радіоелектронні і комп'ютерні системи машинне навчання, інформаційно-екстремальний алгоритм, розпізнавання, ознака розпізнавання, вкладений контейнер класу розпізнавання, інформаційний критерій, навчальний контент |
| title | INFORMATIONAL SYNTHESIS OF INFORMATION AND ANALYTICAL SYSTEM OF ASSESSMENT QUALITY OF LEARNING CONTENT |
| title_full | INFORMATIONAL SYNTHESIS OF INFORMATION AND ANALYTICAL SYSTEM OF ASSESSMENT QUALITY OF LEARNING CONTENT |
| title_fullStr | INFORMATIONAL SYNTHESIS OF INFORMATION AND ANALYTICAL SYSTEM OF ASSESSMENT QUALITY OF LEARNING CONTENT |
| title_full_unstemmed | INFORMATIONAL SYNTHESIS OF INFORMATION AND ANALYTICAL SYSTEM OF ASSESSMENT QUALITY OF LEARNING CONTENT |
| title_short | INFORMATIONAL SYNTHESIS OF INFORMATION AND ANALYTICAL SYSTEM OF ASSESSMENT QUALITY OF LEARNING CONTENT |
| title_sort | informational synthesis of information and analytical system of assessment quality of learning content |
| topic | машинне навчання, інформаційно-екстремальний алгоритм, розпізнавання, ознака розпізнавання, вкладений контейнер класу розпізнавання, інформаційний критерій, навчальний контент |
| url | http://nti.khai.edu/ojs/index.php/reks/article/view/928 |
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