Study of Thematic and Terminological Transformation of Collections of Scientific Articles in Interdisciplinary Fields of Knowledge

This paper presents the methodology of the quantitative study of the dynamics of changes in the thematic structure of collections and vocabulary of terms that were aimed at selecting documents into thematic collections, creating thematic (classification and subject) profiles of these collections in...

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Published inAutomatic documentation and mathematical linguistics Vol. 58; no. 6; pp. 420 - 430
Main Authors Fedorets, O. V., Soloshenko, N. S.
Format Journal Article
LanguageEnglish
Published Moscow Pleiades Publishing 01.12.2024
Springer Nature B.V
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ISSN0005-1055
1934-8371
DOI10.3103/S0005105524700390

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Abstract This paper presents the methodology of the quantitative study of the dynamics of changes in the thematic structure of collections and vocabulary of terms that were aimed at selecting documents into thematic collections, creating thematic (classification and subject) profiles of these collections in different chronological periods and a comparative analysis of these profiles. The profiles are treated as descriptive sets, with TF-IDF used as the keyword weight. The methodology is tested in two collections, “Robotics and Robotic Systems” and “Intelligent Systems, Artificial Intelligence, and Machine Learning.”
AbstractList This paper presents the methodology of the quantitative study of the dynamics of changes in the thematic structure of collections and vocabulary of terms that were aimed at selecting documents into thematic collections, creating thematic (classification and subject) profiles of these collections in different chronological periods and a comparative analysis of these profiles. The profiles are treated as descriptive sets, with TF-IDF used as the keyword weight. The methodology is tested in two collections, “Robotics and Robotic Systems” and “Intelligent Systems, Artificial Intelligence, and Machine Learning.”
Author Fedorets, O. V.
Soloshenko, N. S.
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Copyright Allerton Press, Inc. 2024 ISSN 0005-1055, Automatic Documentation and Mathematical Linguistics, 2024, Vol. 58, No. 6, pp. 420–430. © Allerton Press, Inc., 2024.Russian Text © The Author(s), 2024, published in Nauchno-Tekhnicheskaya Informatsiya, Seriya 2: Informatsionnye Protsessy i Sistemy, 2024, No. 12, pp. 15–25.
Copyright Springer Nature B.V. 2024
Copyright_xml – notice: Allerton Press, Inc. 2024 ISSN 0005-1055, Automatic Documentation and Mathematical Linguistics, 2024, Vol. 58, No. 6, pp. 420–430. © Allerton Press, Inc., 2024.Russian Text © The Author(s), 2024, published in Nauchno-Tekhnicheskaya Informatsiya, Seriya 2: Informatsionnye Protsessy i Sistemy, 2024, No. 12, pp. 15–25.
– notice: Copyright Springer Nature B.V. 2024
DOI 10.3103/S0005105524700390
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thematic collections of articles
articles in scientific journals
terminological analysis
scientometrics
thematic profiles of collections
TF-IDF
descriptive sets
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information search
similarity coefficient
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Snippet This paper presents the methodology of the quantitative study of the dynamics of changes in the thematic structure of collections and vocabulary of terms that...
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SubjectTerms Artificial intelligence
Computer Science
Information Analysis
Information Storage and Retrieval
Machine learning
Robotics
Title Study of Thematic and Terminological Transformation of Collections of Scientific Articles in Interdisciplinary Fields of Knowledge
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