Constructing a Chinese Conversation Corpus for Sentiment Analysis

	Constructing a Chinese Conversation Corpus for Sentiment Analysis
	Zhou, Yujun; Li, Changliang; Xu, Bo; Xu, Jiaming; Yang, Lei; Xu, Bo
	2017
会议名称	the Sixth Conference on Natural Language Processing and Chinese Computing (NLPCC)
会议日期	November 8-12, 2017
会议地点	Dalian, China
摘要	Sentiment analysis plays an important role in many applications. This paper introduces our ongoing work related to the sentiment analysis on Chinese conversation. The main purpose is to construct a Chinese conversation corpus for sentiment analysis and provide a benchmark result on this corpus. To explore the effectiveness of machine learning based approaches for sentiment analysis on Chinese conversation,we firstly collected conversational data from some online English learning websites and our instant messages, and manually annotated it with three sentiment polarities and 22 fine-grained emotion classes. Then we applied multiple representative classification methods to evaluate the corpus. The evaluation results provide good suggestions for the future research. And we will release the corpus with gold standards publicly for research purposes.
关键词	Chinese Conversation Short Text Sentiment Analysis Machine Learning Deep Neural Networks
收录类别	EI
语种	英语
文献类型	会议论文
条目标识符	http://ir.ia.ac.cn/handle/173211/41053
专题	复杂系统认知与决策实验室_听觉模型与认知计算
通讯作者	Li, Changliang
推荐引用方式 GB/T 7714	Zhou, Yujun,Li, Changliang,Xu, Bo,et al. Constructing a Chinese Conversation Corpus for Sentiment Analysis[C],2017.