Frequency and combinatorics of somatisms in texts of different sentiment tonality | Научно-инновационный портал СФУ

Frequency and combinatorics of somatisms in texts of different sentiment tonality

Тип публикации: доклад, тезисы доклада, статья из сборника материалов конференций

Конференция: 2018 International Conference on Computational Linguistics and Intellectual Technologies, Dialogue 2018; Moscow, Russian Federation; Moscow, Russian Federation

Год издания: 2018

Ключевые слова: Discriminant features, Eight classes of emotions, Frequency, Sentiment analysis, Somatisms, Word combinatorics

Аннотация: The paper focuses on the comparison of somatism combinatory behavior and frequency in eight emotional classes of texts. The data set represents 1367 text fragments extracted from the novel “Pys'movnik” of modern Russian author М. Shyshkin and then labeled by 36 assessors on the crowdsourcing platform. The assessors were proposed to use nine labels: eight labels naming emotions in Lövheim classification of emotions and the ninth label to attribute the text fragment to the category of “neutral”. After assessment, using The Sketch Engine corpora manager we created nine corpora and made the word sketches for the lemmas рука, нога, глаз within each corpus. Despite rather limited data set, the comparison shows differences in frequency values of somatisms for text classes and contributes to discover some specificities of somatisms' use in three types of constructions: 1) in subject position; 2) in object position and 3) in combination of the somatism with its modifier. Particularities of constructionist profile of the lemmas рука, нога, глаз in each of emotional text class provide us with potential features candidates for multiclass sentiment analysis of texts in Russian. © 2018 Rossiiskii Gosudarstvennyi Gumanitarnyi Universitet Society of Cosmetic Chemists. All rights reserved.

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Издание

Журнал: Komp'juternaja Lingvistika i Intellektual'nye Tehnologii

Выпуск журнала: Vol. 2018-May, Iss. 17

Номера страниц: 317-330

ISSN журнала: 00138073

Авторы

  • Kolmogorova A.V. (Siberian Federal University, Krasnoyarsk, Russian Federation)
  • Kalinin A. (Siberian Federal University, Krasnoyarsk, Russian Federation)

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