Skip to main content
Erschienen in: Automatic Documentation and Mathematical Linguistics 4/2023

01.08.2023 | INFORMATION SYSTEMS

Profiling of Conceptual Systems Based on a Complex of Methods of Psychosemantics and Machine Learning

verfasst von: K. I. Belousov, R. K. Bashirov, N. L. Zelianskaia, I. A. Labutin, K. V. Ryabinin, R. V. Chumakov

Erschienen in: Automatic Documentation and Mathematical Linguistics | Ausgabe 4/2023

Einloggen, um Zugang zu erhalten

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

A new approach to profiling users of social internet services and the concept of recommender systems based on this approach are presented. The proposed approach is based on the integration of the methods and models of machine learning with the methods of psychosemantics and visual analytics, which are implemented as software package that includes three client–server systems for collecting, processing, analyzing and visualizing data.
Literatur
7.
8.
Zurück zum Zitat Gil de Zúñiga, H., Diehl, T., Huber, B., and Liu, J., Personality traits and social media use in 20 countries: How personality relates to frequency of social media use, social media news use, and social media use for social interaction, Cyberpsychology, Behav., Soc. Networking, 2017, vol. 20, no. 9, pp. 540–552. https://doi.org/10.1089/cyber.2017.0295CrossRef Gil de Zúñiga, H., Diehl, T., Huber, B., and Liu, J., Personality traits and social media use in 20 countries: How personality relates to frequency of social media use, social media news use, and social media use for social interaction, Cyberpsychology, Behav., Soc. Networking, 2017, vol. 20, no. 9, pp. 540–552. https://​doi.​org/​10.​1089/​cyber.​2017.​0295CrossRef
10.
Zurück zum Zitat Parmar, M.J. and Angelides, M.C., Multimedia information filtering, Encyclopaedia of Information Science and Technology, Khosrow-Pour, M., Ed., Hershey, Pa.: Idea Group Reference, 2005, pp. 2063–2067. Parmar, M.J. and Angelides, M.C., Multimedia information filtering, Encyclopaedia of Information Science and Technology, Khosrow-Pour, M., Ed., Hershey, Pa.: Idea Group Reference, 2005, pp. 2063–2067.
13.
Zurück zum Zitat Langer, R., Towards a constructivist communication theory? Report from Germany, Nord. Inf., 1999, nos. 1–2, pp. 75–86. Langer, R., Towards a constructivist communication theory? Report from Germany, Nord. Inf., 1999, nos. 1–2, pp. 75–86.
14.
Zurück zum Zitat Pavilenis, R.I., Problema smysla. Sovremennyi logiko-filosofskii analiz yazyka (Meaning Problem: Modern Logico-Philosophical Analysis of Language), Moscow: Mysl’, 1983. Pavilenis, R.I., Problema smysla. Sovremennyi logiko-filosofskii analiz yazyka (Meaning Problem: Modern Logico-Philosophical Analysis of Language), Moscow: Mysl’, 1983.
15.
Zurück zum Zitat Ryabinin, K., Chumakov, R., Belousov, K., and Kolesnik, M., Ontology-driven visual analytics platform for semantic data mining and fuzzy classification, Frontiers in Artificial Intelligence and Applications, IOS Press, 2022, vol. 358, p. 17. https://doi.org/10.3233/faia220363CrossRef Ryabinin, K., Chumakov, R., Belousov, K., and Kolesnik, M., Ontology-driven visual analytics platform for semantic data mining and fuzzy classification, Frontiers in Artificial Intelligence and Applications, IOS Press, 2022, vol. 358, p. 17. https://​doi.​org/​10.​3233/​faia220363CrossRef
16.
Zurück zum Zitat Sousa, T.B., Dataflow programming concept, languages and applications, 11th Doctoral Symposium in Informatics Engineering (DSIE’16), FEUP, 2012, vol. 130. Sousa, T.B., Dataflow programming concept, languages and applications, 11th Doctoral Symposium in Informatics Engineering (DSIE’16), FEUP, 2012, vol. 130.
18.
Zurück zum Zitat Ryabinin, K., Chuprina, S., and Labutin, I., Tackling IoT interoperability problems with ontology-driven smart approach, Science and Global Challenges of the 21st Century—Science and Technology. Perm Forum 2021, Lecture Notes in Networks and Systems, vol. 342, Cham: Springer, 2022, pp. 77–91. https://doi.org/10.1007/978-3-030-89477-1_9 Ryabinin, K., Chuprina, S., and Labutin, I., Tackling IoT interoperability problems with ontology-driven smart approach, Science and Global Challenges of the 21st Century—Science and Technology. Perm Forum 2021, Lecture Notes in Networks and Systems, vol. 342, Cham: Springer, 2022, pp. 77–91. https://​doi.​org/​10.​1007/​978-3-030-89477-1_​9
20.
Zurück zum Zitat Belousov, K.I., Baranov, D.A., Zelyanskaya, N.L., Ponomarev, N.F., and Ryabinin, K.V., Cognitive-information modeling of social reality: Concepts, events, priorities, Vestn. Tomsk. Gos. Univ. Filologiya, 2021, no. 72, pp. 5–26. https://doi.org/10.17223/19986645/72/1 Belousov, K.I., Baranov, D.A., Zelyanskaya, N.L., Ponomarev, N.F., and Ryabinin, K.V., Cognitive-information modeling of social reality: Concepts, events, priorities, Vestn. Tomsk. Gos. Univ. Filologiya, 2021, no. 72, pp. 5–26. https://​doi.​org/​10.​17223/​19986645/​72/​1
21.
Zurück zum Zitat Korobov, M., Morphological analyzer and generator for Russian and Ukrainian languages, Analysis of Images, Soceial Networks and Texts. AIST 2015, Khachay, M., Konstantinova, N., Panchenko, A., Ignatov, D., and Labunets, V., Eds., Communications in Computer and Information Science, vol. 542, Cham: Springer, 2015, pp. 320–332. https://doi.org/10.1007/978-3-319-26123-2_31 Korobov, M., Morphological analyzer and generator for Russian and Ukrainian languages, Analysis of Images, Soceial Networks and Texts. AIST 2015, Khachay, M., Konstantinova, N., Panchenko, A., Ignatov, D., and Labunets, V., Eds., Communications in Computer and Information Science, vol. 542, Cham: Springer, 2015, pp. 320–332. https://​doi.​org/​10.​1007/​978-3-319-26123-2_​31
22.
Zurück zum Zitat Řehůřek, R. and Sojka, P., Software framework for topic modelling with large corpora, Proc. LREC 2010 Workshop on New Challenges for NLP Frameworks, Valletta, Malta, 2010, pp. 46–50. http://www.lrec-conf.org/proceedings/lrec2010/workshops/W10.pdf. Řehůřek, R. and Sojka, P., Software framework for topic modelling with large corpora, Proc. LREC 2010 Workshop on New Challenges for NLP Frameworks, Valletta, Malta, 2010, pp. 46–50. http://​www.​lrec-conf.​org/​proceedings/​lrec2010/​workshops/​W10.​pdf.​
23.
Zurück zum Zitat Mikolov, T., Sutskever, I., Chen, K., Corrado, G.S., and Dean, J., Distributed representations of words and phrases and their compositionality, Advances in Neural Information Processing Systems, Burges, C.J., Bottou, L., Welling, M., Ghahramani, Z., and Weinberger, K.Q., Eds., Curran Associates, 2013, vol. 26. https://proceedings.neurips.cc/paper_files/paper/2013/ file/9aa42b31882ec039965f3c4923ce901b-Paper.pdf. Mikolov, T., Sutskever, I., Chen, K., Corrado, G.S., and Dean, J., Distributed representations of words and phrases and their compositionality, Advances in Neural Information Processing Systems, Burges, C.J., Bottou, L., Welling, M., Ghahramani, Z., and Weinberger, K.Q., Eds., Curran Associates, 2013, vol. 26. https://​proceedings.​neurips.​cc/​paper_​files/​paper/​2013/​ file/9aa42b31882ec039965f3c4923ce901b-Paper.pdf.
26.
Zurück zum Zitat Belousov, K.I., Strategies for structuring the thematic space of a text, Vestn. Permsk. Univ., 2014, no. 4, pp. 15–25. Belousov, K.I., Strategies for structuring the thematic space of a text, Vestn. Permsk. Univ., 2014, no. 4, pp. 15–25.
Metadaten
Titel
Profiling of Conceptual Systems Based on a Complex of Methods of Psychosemantics and Machine Learning
verfasst von
K. I. Belousov
R. K. Bashirov
N. L. Zelianskaia
I. A. Labutin
K. V. Ryabinin
R. V. Chumakov
Publikationsdatum
01.08.2023
Verlag
Pleiades Publishing
Erschienen in
Automatic Documentation and Mathematical Linguistics / Ausgabe 4/2023
Print ISSN: 0005-1055
Elektronische ISSN: 1934-8371
DOI
https://doi.org/10.3103/S0005105523040027

Weitere Artikel der Ausgabe 4/2023

Automatic Documentation and Mathematical Linguistics 4/2023 Zur Ausgabe