TITANIS: Инструмент для интеллектуального анализа текста из социальных сетей

Авторы

Смирнов И. В. Григорьев О. Г. Кузнецова Ю. М. Никитина Е. Н. Станкевич М. А. Ларионов Д. С. Суворова (Ананьева) М. И.

Аннотация

This paper introduces TITANIS, a new social media text analysis tool specifically designed to assess the reaction of social media users to global events from a psycho-emotional point of view. The tool offers an expanded set of text parameters and natural language processing methods suitable for working with texts from social media. In addition to the widely used NLP approaches, such as tf-idf and sentiment analysis, TITANIS includes psycholinguistic, semantic, discursive, and other types of analysis that allow detecting more peculiarities in the texts of users with different psycho-emotional states. The paper describes the structure of the tool and provides insight into the methodological background of its functionality. To demonstrate some capabilities of TITANIS, we applied it to the Pikabu data to analyze the user reaction to the period of self-isolation and the COVID-19 informational background on social media.

Внешние ссылки

DOI: 10.1007/978-3-030-86855-0_16

Читать в Google Книгах (англ.): https://books.google.ru/books?hl=en&lr=&id=_SJGEAAAQBAJ&oi=fnd&pg=PA232

Microsoft Academic: https://academic.microsoft.com/paper/3204148876/

ResearchGate: https://www.researchgate.net/publication/355050350_TITANIS_A_Tool_for_Intelligent_Text_Analysis_in_Social_Media

Semantic Scholar: https://api.semanticscholar.org/CorpusID:238416686

Ссылка при цитировании

Smirnov I., Stankevich M., Kuznetsova Y., Suvorova M., Larionov D., Nikitina E., Savelov M., Grigoriev O. TITANIS: A Tool for Intelligent Text Analysis in Social Media // In: Kovalev S.M., Kuznetsov S.O., Panov A.I. (eds) Artificial Intelligence. RCAI 2021. Lecture Notes in Computer Science, vol 12948. Springer, Cham. Pages 232-247