Negative A/Effect: Sentiment of French-Speaking Users and Its Impact Upon Affective Hashtags on Charlie Hebdo

Результат исследований: Публикации в книгах, отчётах, сборниках, трудах конференцийстатья в сборнике материалов конференциинаучнаярецензирование

4 Цитирования (Scopus)

Аннотация

Studies of user sentiment on social networks like Twitter have formed a steadily growing research area. But there is still lack of knowledge on whether the discussion clusters tagged by emotionally opposite hashtags differ in sentiment distribution, both in terms of difference between hashtags and between user types, e.g. non-influencers and influential accounts. We look at two hashtags that marked the discussion on the Charlie Hebdo massacre of 2015, namely #jesuischarlie and #jenesuispascharlie. As sentiment analysis studies for the French language are rare, we elaborate our own approach to sentiment vocabulary. We apply human coding and machine learning to correct the automated sentiment assessment. Then we apply the enhanced knowledge on sentiment to both discussion segments and compare the configuration of the resulting sentiment-based nebulae in overall and francophone-only discussions. Also, we define influencers for both discussions and compare whether ordinary and institutional users differ by sentiment. We have three notable findings. First, negativity structures #jenesuispascharie more than #jesuischarlie. Second, while francophones communicate cross-sentiment inside the francophone talk, their negativity tends to cast impact upon cluster formation inside general discussions. Third, influencers in both cases tend to be more negative than positive, but institutional users bear neutral and positive sentiment more than ordinary people.

Язык оригиналаанглийский
Название основной публикацииInternet Science - 5th International Conference, INSCI 2018, Proceedings
РедакторыSvetlana S. Bodrunova
Страницы226-241
Число страниц16
Томvol 11193
ИзданиеSpringer, Cham
ISBN (электронное издание)978-3-03001437-7
DOI
СостояниеОпубликовано - окт 2018
Событие5th International Conference on Internet Science, INSCI 2018: Internet in World Regions: Digital Freedoms and Citizen Empowerment - СПбГУ, Институт "Высшая школа журналистики и массовых коммуникаций", St. Petersburg, Российская Федерация
Продолжительность: 24 окт 201826 окт 2018
Номер конференции: 5th
http://insci2018.org/
http://insci2018.org

Серия публикаций

НазваниеLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Том11193 LNCS
ISSN (печатное издание)0302-9743
ISSN (электронное издание)1611-3349

конференция

конференция5th International Conference on Internet Science, INSCI 2018
Сокращенный заголовок INSCI 2018
СтранаРоссийская Федерация
ГородSt. Petersburg
Период24/10/1826/10/18
Адрес в сети Интернет

Предметные области Scopus

  • Теоретические компьютерные науки
  • Компьютерные науки (все)

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