现代情报2024，Vol.44Issue(9)：59-70,12.DOI:10.3969/j.issn.1008-0821.2024.09.005
面向网络欺凌文本检测模型的算法解释及其故事化呈现研究
Research on Algorithm Interpretation and Its Storytelling Presentation for Cyberbullying Text Detection Model
靳庆文 1李胡蓉 1徐红霞1
作者信息
- 1. 中国人民大学信息资源管理学院,北京 100872
- 折叠
摘要
Abstract
[Purpose/Significance]Using interpretability technology and storytelling methods to study cyberbullying detection can help identify bullying content,participate in online public opinion governance,and purify the online ecology.[Method/Process]The study analyzed the selection basis of LIME interpretability algorithm and text interpretability theory in detail and proposed the"Diamond"application process of LIME algorithm in cyberbullying detection model,further constructed a storytelling presentation framework of"data layer-model layer-explanation layer-narrative layer",and final-ly verified the effectiveness of the framework through experiments.[Result/Conclusion]The interpretability technology for cyberbullying detection model can improve the application value and the model credibility,balance the relationship between model accuracy and interpretability,and the storytelling presentation method based on data analysis and interpretation re-sults can provide a credible,reliable and understandable basis for network information platform data governance.关键词
网络欺凌/文本检测/LIME算法/算法解释/数据故事化Key words
cyberbullying/text detection/LIME algorithm/algorithm interpretation/data storytelling分类
信息技术与安全科学引用本文复制引用
靳庆文,李胡蓉,徐红霞..面向网络欺凌文本检测模型的算法解释及其故事化呈现研究[J].现代情报,2024,44(9):59-70,12.
