Research on the Correlation between Sentiment of Danmaku and the Gift Value across Different Types of Live Streamers Dictionary-based Sentiment Analysis and Regression Test

Yuming Hu

2022

Abstract

Live streaming becomes more and more important as an entertaining method these days, and viewers can interact with live streamers and others by sending gifts and sending danmaku. This paper had collected 1174040 pieces of danmaku data from 182 live streamers and the corresponding gift data from Huya TV from Dec.7 to Dec. 23. The author investigated the relation between different types of sentiment of danmaku and the gift value for entertaining live streamers and game live streamers collectively. To analyse sentiment of danmaku, the sentiment dictionary made by Dalian University of Technology was adopted, and the regression model was established to test the correlation. The results show that compliment is positively associated with the gift value for entertaining live streamers while love and blame are positively correlated with the gift value for game live streamers, but hatred is negatively associated with the gift value for game live streamers.

Paper Citation

in Harvard Style

Hu Y. (2022). Research on the Correlation between Sentiment of Danmaku and the Gift Value across Different Types of Live Streamers Dictionary-based Sentiment Analysis and Regression Test. In Proceedings of the International Conference on Big Data Economy and Digital Management - Volume 1: BDEDM, ISBN 978-989-758-593-7, pages 356-360. DOI: 10.5220/0011178400003440

in Bibtex Style

@conference{bdedm22,
author={Yuming Hu},
title={Research on the Correlation between Sentiment of Danmaku and the Gift Value across Different Types of Live Streamers Dictionary-based Sentiment Analysis and Regression Test},
booktitle={Proceedings of the International Conference on Big Data Economy and Digital Management - Volume 1: BDEDM,},
year={2022},
pages={356-360},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0011178400003440},
isbn={978-989-758-593-7},
}

in EndNote Style

TY - CONF

JO - Proceedings of the International Conference on Big Data Economy and Digital Management - Volume 1: BDEDM,
TI - Research on the Correlation between Sentiment of Danmaku and the Gift Value across Different Types of Live Streamers Dictionary-based Sentiment Analysis and Regression Test
SN - 978-989-758-593-7
AU - Hu Y.
PY - 2022
SP - 356
EP - 360
DO - 10.5220/0011178400003440