Publications (Google Scholar Profile)

Deep Distribution Network: Addressing the Data Sparsity Issue for Top-N Recommendation
Lei Zheng, Chaozhuo Li, Chun-Ta Lu, Jiawei Zhang, Philip S. Yu. In Proceedings of the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2019).

Gated Spectral Units: Modeling Co-evolving Patterns for Sequential Recommendation
Lei Zheng, Ziwei Fan, Chun-Ta Lu, Jiawei Zhang, Philip S. Yu. In Proceedings of the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2019).

PER: A Probabilistic Attentional Model for Personalized Text Recommendations
Lei Zheng, Yixue Wang, Lifang He, Sihong Xie, Fengjiao Wang, Philip S. Yu. In Proceedings of the 2018 IEEE International Conference on Big Data (BigData 2018).

Semi-supervised Deep Representation Learning for Multi-View Problems
Vahid Noroozi, Sara Bahaadini, Lei Zheng, Sihong Xie, Weixiang Shao, Philip S. Yu. In Proceedings of the 2018 IEEE International Conference on Big Data (BigData 2018).

Distribution Distance Minimization for Unsupervised User Identity Linkage
Chaozhuo Li, Senzhang Wang, Philip S. Yu, Lei Zheng, Xiaoming Zhang, Zhoujun Li, Yanbo Liang. In Proceedings of the 27th ACM International Conference on Information and Knowledge Management (CIKM 2018).

FI-GRL: Fast Inductive Graph Representation Learning via Projection-Cost Preservation
Fei Jiang, Lei Zheng, Jin Xu, and Philip S. Yu. In Proceedings of the 2018 IEEE International Conference on Data Mining (ICDM 2018).

Spectral Collaborative Filtering
Lei Zheng, Chun-Ta Lu, Fei Jiang, Jiawei Zhang, and Philip S. Yu. In Proceedings of the 12th ACM Conference on Recommender Systems (RecSys 2018). [PDF][Code]

Hierarchical collaborative embedding for context-aware recommendations
Lei Zheng, Bokai Cao, Vahid Noroozi, Philip S. Yu and Nianzu Ma. In Proceedings of 2017 IEEE International Conference on Big Data (BigData 2017). [PDF]

DeepMood: Modeling Mobile Phone Typing Dynamics for Mood Detection
Bokai Cao, Lei Zheng, Chenwei Zhang, Philip S. Yu, Andrea Piscitello, John Zulueta, Olu Ajilore, Kelly Ryan, Alex Leow. In Proceedings of the 23rd ACM SIGKDD Conference of Knowledge Discovery and Data Mining. (KDD 2017). [PDF] [CODE]

SEVEN: Deep Semi-supervised Verification Networks
Vahid Noroozi, Lei Zheng, Sara Bahaadini, Sihong Xie, Philip S. Yu. In Proceedings of the 26th International Joint Conference on Artificial Intelligence. (IJCAI 2017). [PDF]

Joint deep modeling of users and items using reviews for recommendation
Lei Zheng, Vahid Noroozi, Philip S. Yu. In Proceedings of the Tenth ACM International Conference on Web Search and Data Mining. (WSDM 2017). [PDF] [CODE]

A novel ensemble approach on regionalized neural networks for brain disorder prediction
Lei Zheng, Jingyuan Zhang, Bokai Cao, Philip S. Yu, Ann Ragin. In Proceedings of the 32nd ACM SIGAPP Symposium On Applied Computing. (SAC 2017). [PDF]

Extracting Categorical Topics from Tweets Using Topic Model
Lei Zheng, Kai Han. In Proceedings of the Ninth Asia Information Retrieval Societies Conference. (AIRS 2013). [PDF]