Khái niệm cốt lõi
This study investigates the impact of Opinion Polarization (OP) on short video consumption using EEG signals and sentiment analysis. The authors reveal significant effects on user sentiments, brain activity, and behavior metrics.
Tóm tắt
This study delves into the influence of Opinion Polarization (OP) on short video consumption. By analyzing EEG signals, sentiment annotations, and behavioral responses, the authors uncover substantial impacts on user sentiments, brain activity, and behavior metrics. The findings suggest that OP significantly affects user perceptions and behaviors in the context of short video consumption.
The research explores how OP influences viewers' emotions through observable changes in brain activity. Additionally, it highlights the potential of using EEG data to predict users' exposure to polarized content. By combining sentiment analysis with EEG signals and behavioral metrics, the study offers a comprehensive understanding of OP's effects on short video consumption.
The results indicate that EEG signals play a crucial role in predicting exposure to OP compared to traditional behavioral metrics. Furthermore, sentiment annotations provide valuable insights into user sentiments towards specific content. Overall, this study sheds light on the dynamics of opinion polarization in short video consumption.
Thống kê
Our empirical analysis demonstrates OP’s profound impact on viewers’ emotions.
Using EEG data can predict users’ exposure to polarized short video content.
Combining EEG and like features led to improved performance in predicting exposure to OP.
Trích dẫn
"OP has a significant effect on users’ sentiment judgments of personages."
"We identified correlations between EEG signals and the direction of OP."
"The combination of like, sentiment, and EEG features led to the best performance."