Тип публикации: доклад, тезисы доклада, статья из сборника материалов конференций
Конференция: 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 toПоказать полностьюuse 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.
Журнал: Komp'juternaja Lingvistika i Intellektual'nye Tehnologii
Выпуск журнала: Vol. 2018-May, Iss. 17
Номера страниц: 317-330
ISSN журнала: 00138073