TY - GEN
T1 - Fine-grained emoji sentiment analysis based on attributes of Twitter users
AU - Sun, Xiaoyu
AU - Li, Huakang
AU - Sun, Guozi
AU - Zhu, Ming
N1 - Publisher Copyright:
© 2020 IEEE.
PY - 2020/11
Y1 - 2020/11
N2 - Emoji is a visual character that is popular on social media today, with rich semantic and emotional information. At present, each kind of emoji is usually treated as the same in sentiment analysis, but we think that different people using the same emoji will express different emotions. We collected tweets containing different emojis to calculate the emotion intensity scores of different emojis under different emotions, and combined the scores with different attributes of Twitter users to prove our point. Furthermore, we also provide analysis of experimental results and suggestions for future improvements.
AB - Emoji is a visual character that is popular on social media today, with rich semantic and emotional information. At present, each kind of emoji is usually treated as the same in sentiment analysis, but we think that different people using the same emoji will express different emotions. We collected tweets containing different emojis to calculate the emotion intensity scores of different emojis under different emotions, and combined the scores with different attributes of Twitter users to prove our point. Furthermore, we also provide analysis of experimental results and suggestions for future improvements.
KW - Twitter
KW - emoji
KW - sentiment analysis
UR - http://www.scopus.com/inward/record.url?scp=85098514048&partnerID=8YFLogxK
U2 - 10.1109/SmartCloud49737.2020.00033
DO - 10.1109/SmartCloud49737.2020.00033
M3 - Conference Proceeding
AN - SCOPUS:85098514048
T3 - Proceedings - 2020 IEEE International Conference on Smart Cloud, SmartCloud 2020
SP - 134
EP - 139
BT - Proceedings - 2020 IEEE International Conference on Smart Cloud, SmartCloud 2020
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 5th IEEE International Conference on Smart Cloud, SmartCloud 2020
Y2 - 6 November 2020 through 8 November 2020
ER -