Ying Ding's Homepage

He was a Ph.D. student under the supervision of Associate Professor Jing Jiang. His research is related to opinion mining, topic modeling, and deep learning. He has a strong interest in developing novel techniques to help computers understand human's opinions, which can benefit many downstream applications.

Research Interest

Recommender Systems

Natural Language Processing - Opinion mining, Natural language generation

Machine Learning - Topic modeling, Deep learning

Publications

• Context Aware Recommender System for Large Scaled Flash Sale Sites [coming soon]

Wanying Ding, Ran Xu, Ying Ding, Yue Zhang, and Chuanjiang Luo, International Conference on Big Data, 2018.

• A^3NCF: an Adaptive Aspect Attention Model for Rating Prediction

Zhiyong Cheng, Ying Ding, Xiangnan He, Lei Zhu, Xuemeng Song, Mohan Kankanhalli, International Joint Conference on Artificial Intelligence (IJCAI’18), Stockholm, Sweden, 2018.

• Aspect-Aware Latent Factor Model: Rating Prediction with Ratings and Reviews.

Zhiyong Cheng, Ying Ding, Lei Zhu, Mohan Kankanhalli. The Web Conference (WWW’18), Lyon, 2018.

• A Neural Network Model for Semi-supervised Review Aspect Identification

Ying Ding, Changlong Yu, Jing Jiang. Proceedings of the 21th Pacific-Asia Conference on Knowledge Discovery and Data Mining, 2017.

• Recurrent Neural Networks with Auxiliary Labels for Cross-domain Opinion Target Extraction

Ying Ding, Jianfei Yu, Jing Jiang. Proceedings of the 31th AAAI conference on Artificial Intelligence, 2017.

• Improving Automated Bug Triaging with Specialized Topic Model

Xin Xia, David Lo, Ying Ding, Jafar M. Al-Kofahi, Tien N. Nguyen, Xinyu Wang. IEEE Transactions on Software Engineering (TSE), 2016.

• Modeling Social Media Content with Word Vectors for Recommendation

Ying Ding and Jing Jiang. Proceedings of the 7th International Conference on Social Informatics, 2015.

• A Joint Model of Product Properties, Aspects, and Ratings for Online Reviews

Ying Ding and Jing Jiang. Proceedings of the International Conference on Recent Advances in Natural Language Processing, 2015.

• Towards Opinion Summarization from Online Forums

Ying Ding and Jing Jiang. Proceedings of the International Conference on Recent Advances in Natural Language Processing, 2015.

• A Unified Topic-Style Model for Online Discussions

Ying Ding, Jing Jiang, Qiming Diao. ACL Joint Workshop on Social Dynamics and Personal Attributes in Social Media, 2014.

• Extracting Interest Tags from Twitter User Biographies

Ying Ding and Jing Jiang. Proceedings of the 10th Asia Information Retrieval Societies Conference, 2014.

• Life lexical variation in social media

Lizi Liao, Jing Jiang, Ying Ding, Heyan Huang and Ee-Peng Lim. Proceedings of the 28th AAAI conference on Artificial Intelligence, 2014.