个人概况

姓    名:饶洋辉

职    称:副教授

职    务:教师

研究方向:情感计算,主题建模,事件检测

通信地址:广东省广州市广州大学城中山大学东校园数据科学与计算机学院

电    话:15989787592

电子邮件:raoyangh@mail.sysu.edu.cn

教育情况

2003.9 – 2007.6:华中师范大学,电子商务专业,学士学位

2007.9 – 2010.1:中国科学院研究生院,情报学专业,硕士学位

2011.9 – 2014.9:香港城市大学,计算机科学专业,博士学位

工作经历

2014.9 – 2016.1:中山大学,移动信息工程学院,讲师

2016.1 – 2018.4:中山大学,数据科学与计算机学院,讲师

2018.4 – 今:中山大学,数据科学与计算机学院,副教授

科研项目(973、科技部重点研发计划等)

国家自然科学基金青年科学基金项目. 读者视角的跨领域隐式情感分析理论及关键技术研究. 2016.1 – 2018.12,22万元(直接经费),主持。

著作文集(期刊专著等)

一、期刊论文

Xiangsheng Li, Yanghui Rao(*), Haoran Xie, Raymond Y. K. Lau, Jian Yin, Fu Lee Wang. Bootstrapping social emotion classification with semantically rich hybrid neural networks. IEEE Transactions on Affective Computing, 2017, 8(4): 428-442.

Yanghui Rao, Qing Li, Qingyuan Wu, Haoran Xie(*), Fu Lee Wang, Tao Wang. A multi-relational term scheme for first story detection. Neurocomputing, 2017, 254: 42-52.

Yanghui Rao, Haoran Xie(*), Jun Li, Fengmei Jin, Fu Lee Wang, Qing Li. Social emotion classification of short text via topic-level maximum entropy model. Information & Management, 2016, 53: 978-986.

Yanghui Rao. Contextual sentiment topic model for adaptive social emotion classification. IEEE Intelligent Systems, 2016, 31(1): 41-47.

Yaowei Wang, Yanghui Rao(*), Xueying Zhan, Huijun Chen, Maoquan Luo, Jian Yin. Sentiment and emotion classification over noisy labels. Knowledge-Based Systems, 2016, 111: 207-216.

Jun Li, Yanghui Rao(*), Fengmei Jin, Huijun Chen, Xiyun Xiang. Multi-label maximum entropy model for social emotion classification over short text. Neurocomputing, 2016, 210: 247-256.

Yanghui Rao, Qing Li, Xudong Mao, Liu Wenyin. Sentiment topic models for social emotion mining. Information Sciences, 2014, 266: 90-100.

Yanghui Rao, Qing Li, Liu Wenyin, Qingyuan Wu, Xiaojun Quan. Affective topic model for social emotion detection. Neural Networks, 2014, 58: 29-37.

Yanghui Rao, Jingsheng Lei(*), Liu Wenyin, Qing Li, Mingliang Chen. Building emotional dictionary for sentiment analysis of online news. World Wide Web Journal, 2014, 17: 723-742.

饶洋辉, 李青, 刘文印, 李晶晶. 公众文本之情感词典研究进展. 中国科学: 信息科学, 2014, 44(7): 825-835.

二、会议论文

Xiangsheng Li, Yanghui Rao(*), Haoran Xie, Yufu Chen, Raymond Y. K. Lau, Fu Lee Wang, Jian Yin. Learning dual preferences with non-negative matrix tri-factorization for top-n recommender system. In Proc. of the 23rd International Conference on Database Systems for Advanced Applications (DASFAA), Gold Coast, QLD, Australia, May. 2018.

Yanghui Rao(*), Jianhui Pang, Haoran Xie, An Liu, Tak-Lam Wong, Qing Li, Fu Lee Wang. Supervised intensive topic models for emotion detection over short text. In Proc. of the 22nd International Conference on Database Systems for Advanced Applications (DASFAA), Suzhou, China, March. 2017.

Endong Zhu, Yanghui Rao(*), Haoran Xie, Yuwei Liu, Jian Yin, Fu Lee Wang. Cluster-level emotion pattern matching for cross-domain social emotion classification. In Proc. of the 26th ACM International Conference on Information and Knowledge Management (CIKM), Singapore, November. 2017.

Xueying Zhan, Yaowei Wang, Yanghui Rao(*), Haoran Xie, Qing Li, Fu Lee Wang, Tak-Lam Wong. A network framework for noisy label aggregation in social media. In Proc. of the 55th Annual Meeting of the Association for Computational Linguistics (ACL), Vancouver, Canada, July. 2017.

Huijun Chen, Xin Li, Yanghui Rao(*), Haoran Xie, Fu Lee Wang, Tak-Lam Wong. Sentiment strength prediction using auxiliary features. In Proc. of the 26th International Conference on World Wide Web (WWW) Companion, Perth, Australia, April. 2017.

Xingchang Huang, Yanghui Rao(*), Haoran Xie, Tak-Lam Wong, Fu Lee Wang. Cross-domain sentiment classification via topic-related TrAdaBoost. In Proc. of the 31st AAAI Conference on Artificial Intelligence (AAAI), San Francisco, California, USA. February. 2017.

Xiangsheng Li, Jianhui Pang, Biyun Mo, Yanghui Rao(*). Hybrid neural networks for social emotion detection over short text. In Proc. of the 2016 International Joint Conference on Neural Networks (IJCNN). Vancouver, BC, Canada. July. 2016.

Xin Li, Yanghui Rao(*), Yanjia Chen, Xuebo Liu, Huan Huang. Social emotion classification via reader perspective weighted model. In Proc. of the 30th AAAI Conference on Artificial Intelligence (AAAI), Phoenix, Arizona, USA. February. 2016.

Xin Li, Haoran Xie, Yanghui Rao(*), Yanjia Chen, Xuebo Liu, Huan Huang, Fu Lee Wang. Weighted multi-label classification model for sentiment analysis of online news. In Proc. of the 2016 International Conference on Big Data and Smart Computing (BigComp), Hong Kong, China. January. 2016.

Yanghui Rao and Qing Li. Term weighting schemes for emerging event detection. In IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT), Macau, China. December. 2012.

学术荣誉(获奖情况)

Yanghui Rao(*), Jianhui Pang, Haoran Xie, An Liu, Tak-Lam Wong, Qing Li, Fu Lee Wang. Supervised intensive topic models for emotion detection over short text. DASFAA, 2017. 最佳论文亚军奖.

Zewei Wu, Yanghui Rao(*), Xin Li, Jun Li, Haoran Xie, Fu Lee Wang. Sentiment detection of short text via probabilistic topic modeling. DASFAA Workshops, 2015. 最佳论文.

社会服务(社会兼职、杂志编委等)

中国计算机学会数据库专业委员会通讯委员,中国社会心理学会大数据网络心理学专业委员会(筹)委员。担任国际学术会议ICWL 2017的程序委员会成员,DASFAA 2017语义计算及个性化国际研讨会的Publicity Co-chair,DASFAA 2016语义计算及个性化国际研讨会的Co-chair,以及WWW 2016问答及行为分析国际研讨会的程序委员会成员。