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英语和西班牙语在多个领域的非正式情绪分析

Informal sentiment analysis in multiple domains for English and Spanish
课程网址: http://videolectures.net/is2012_stajner_sentiment_analysis/  
主讲教师: Tadej Štajner
开课单位: 约瑟夫·斯特凡学院
开课时间: 2012-11-16
课程语种: 英语
中文简介:
本文讨论了在多个领域和两种语言的非正式环境中的情感分析问题。我们探讨了背景知识在不同情感词汇中使用的影响,以及不同词汇表面特征的影响。我们发现,在英语和西班牙语的社交媒体数据集中,使用两层模型、情感词汇、表面特征和特征缩放带来的改进最为显著。对于英语来说,我们还可以通过情感词汇来展示新闻领域的进步,以及社交媒体领域的巨大进步。我们还证明了领域特定词汇带来了与通用词汇相当的性能。
课程简介: This paper addresses the problem of sentiment analysis in an informal setting in multiple domains and in two languages. We explore the influence of using background knowledge in the form of different sentiment lexicons, as well as the influence of various lexical surface features. We show that the improvement resulting from using a two-layer model, sentiment lexicons, surface features and feature scaling is most notable on social media datasets in both English and Spanish. For English, we are also able to demonstrate improvement on the news domain using sentiment lexicons and a large improvement on the social media domain. We also demonstrate that domain-specific lexicons bring comparable performance to generalpurpose lexicons.
关 键 词: 情感分析; 双层模型; 特征尺度; 社交媒体数据
课程来源: 视频讲座网
最后编审: 2020-07-23:yumf
阅读次数: 70