Psikhologicheskie Issledovaniya • ISSN 2075-7999
peer-reviewed • open access journal
      

 

Devyatkin D.A., Enikolopov S.N., Salimovskiy V.A., Chudova N.V. Speech frustration responses: an automatic categorization.

Full text in Russian: Девяткин Д.А., Ениколопов С.Н., Салимовский В.А., Чудова Н.В. Речевые реакции на фрустрацию: автоматическая категоризация

Federal Research Center “Computer Science and Control” RAS, Moscow, Russia
Mental Health Research Center, Moscow, Russia
Perm State University, Perm, Russia

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Our study aimed to construct an automatic classification tool for verbal responses to the Rosenzweig test with participation of a psychologist, a linguist and an artificial intelligence specialist. We describe verbal constructions specific to four out of nine types of frustration responses. For each type of response, we provide data on the effectiveness of the proposed tool for automatic classification (completeness and reliability). The study pipeline was as follows: first, 462 Rosenzweig test protocols were processed by a psychologist and made up a research corpus that was further analyzed by a linguist; next, the linguistic descriptions were applied in order to build a feature description of text fragments; finally, the classifier of frustration reaction types derived from the feature descriptions. The classification accuracy was evaluated by means of statistical procedure of three-fold cross-sliding control. Our linguistic patterns form a high-level feature description of text fragments, which allows identifying the type of reaction statements with high completeness (R not less than 0.8). Four responses to frustration - M, M’, I, E - were reliably distinguished beyond the context of statements (F1 > 0.7). The results of linguistic analysis of the verbal reactions to the Rosenzweig test related to the four types of frustration responses are discussed; 4 to 18 linguistic descriptions were obtained for different types of responses. Within psychology the described technology of linguistic patterns represents a means for professional reflection, a tool for the verification of projective methods results. It also contributes to the improvement of automatic speech diagnostics (e.g., for online discussions).

Keywords: frustration response, linguistic patterns, machine learning

Full text in Russian >>

Funding
The study was supported by the Russian Foundation for Basic Research, projects 17-29-02247, 21-011-31638.

References
Cyrillic letters are transliterated according to BSI standards. The titles are given in author’s translation.

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Devyatkin D.A., Salimovskij V.A., Chudova N.V.       Kognitivnyj podhod k komp'yuternomu analizu nauchnyh tekstov // Vos'maya mezhdunarodnaya konferenciya po kognitivnoj nauke: Tezisy dokla-dov. Svetlogorsk, 18–21 October 2018 / Eds. A.K. Krylov, V.D. Solov'ev. — M.: Publ. «Institut psihologii RAN», 2018. 1064-1067. (In Russian)

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Devyatkin D. Extraction of Cognitive Operations from Scientific Texts // Communications in Computer and Information Science, 2019, 1093, pp. 189-200

Received 28 February 2020. Date of publication: 29 August 2021.

About author

Devyatkin Dmitry A. Research Associate in Federal Research Center "Computer Science and Con-trol", pr. 60 let Oktyabrya, 9, 117312 Moscow, Russia.
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Salimovskiy Vladimir A. Doctor of Philology, Professor of the Journalism and Mass Communications Department Perm State University, ul. Bukireva, 15, 614990 Perm, Russia.
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Enikolopov Sergey N., Ph.D. in psychology, Associate Professor, Head Department of Medical Psychology, Mental Health Research Centre, Kashirskoye sh., 34, 115522 Moscow, Russia.
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Chudova Natalia V. Ph.D. in psychology, Senior Research Associate in Federal Research Center "Computer Science and Control", pr. 60 let Oktyabrya, 9, 117312 Moscow, Russia.
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Suggested citation

Devyatkin D.A., Enikolopov S.N., Salimovskiy V.A., Chudova N.V. Speech frustration responses: an automatic categorization. Psikhologicheskie Issledovaniya, 2021, Vol. 14, No. 78, p. 1. http://psystudy.ru

Permanent URL: http://psystudy.ru/index.php/eng/2021v14n78e/1918-devyatkin78e.html

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