The importance of pronouns to sentiment analysis: Online cancer survivor network case study

Nir Ofek, Lior Rokach, Cornelia Caragea, John Yen

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Citations (Scopus)

Abstract

Online health communities are a major source for patients and their informal caregivers in the process of gathering information and seeking social support. The Cancer Survivors Network of the American Cancer Society has many users and presents a large number of user interactions with regards to coping with cancer. Sentiment analysis is an important process in understanding members' needs and concerns and the impact of users' responses on other members. It aims to determine the participants' subjective attitude and reflect their emotions. Analyzing the sentiment of posts in online health communities enables the investigation of various factors such as what affects the sentiment change and discovery of sentiment change patterns. Since each writer has his or her own personality, and temporal emotional state, behavioral traits can be reflected in the writer's writing style. Pronouns are function-words which often convey some unique styling patterns into the texts. Drawing on a lexical approach to emotions, we conduct factor analysis on the use of pronouns in self-descriptions texts. Our analysis shows that the usage of pronouns has an effect on sentiment classification. Moreover, we evaluated the use of pronouns in our domain, and found it different than standard English usage.

Original languageEnglish (US)
Title of host publicationWWW 2015 Companion - Proceedings of the 24th International Conference on World Wide Web
PublisherAssociation for Computing Machinery, Inc
Pages83-84
Number of pages2
ISBN (Electronic)9781450334730
DOIs
StatePublished - May 18 2015
Event24th International Conference on World Wide Web, WWW 2015 - Florence, Italy
Duration: May 18 2015May 22 2015

Other

Other24th International Conference on World Wide Web, WWW 2015
CountryItaly
CityFlorence
Period5/18/155/22/15

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Health
Factor analysis

All Science Journal Classification (ASJC) codes

  • Computer Networks and Communications
  • Software

Cite this

Ofek, N., Rokach, L., Caragea, C., & Yen, J. (2015). The importance of pronouns to sentiment analysis: Online cancer survivor network case study. In WWW 2015 Companion - Proceedings of the 24th International Conference on World Wide Web (pp. 83-84). Association for Computing Machinery, Inc. https://doi.org/10.1145/2740908.2742781
Ofek, Nir ; Rokach, Lior ; Caragea, Cornelia ; Yen, John. / The importance of pronouns to sentiment analysis : Online cancer survivor network case study. WWW 2015 Companion - Proceedings of the 24th International Conference on World Wide Web. Association for Computing Machinery, Inc, 2015. pp. 83-84
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Ofek, N, Rokach, L, Caragea, C & Yen, J 2015, The importance of pronouns to sentiment analysis: Online cancer survivor network case study. in WWW 2015 Companion - Proceedings of the 24th International Conference on World Wide Web. Association for Computing Machinery, Inc, pp. 83-84, 24th International Conference on World Wide Web, WWW 2015, Florence, Italy, 5/18/15. https://doi.org/10.1145/2740908.2742781

The importance of pronouns to sentiment analysis : Online cancer survivor network case study. / Ofek, Nir; Rokach, Lior; Caragea, Cornelia; Yen, John.

WWW 2015 Companion - Proceedings of the 24th International Conference on World Wide Web. Association for Computing Machinery, Inc, 2015. p. 83-84.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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Ofek N, Rokach L, Caragea C, Yen J. The importance of pronouns to sentiment analysis: Online cancer survivor network case study. In WWW 2015 Companion - Proceedings of the 24th International Conference on World Wide Web. Association for Computing Machinery, Inc. 2015. p. 83-84 https://doi.org/10.1145/2740908.2742781