Book chapters：

1. Ziyu Guan, Xifeng Yan. Measuring Structural Correlations in Graphs, in "Computational Network Theory: Theoretical Foundations and Applications", Wiley VCH, 2015.

Refereed journal papers：

1. Cai Xu, Ziyu Guan*, Wei Zhao, Quanzhou Wu, Meng Yan, Long Chen, Qiguang Miao. Recommendation by Users' Multi-modal Preferences for Smart City Applications. IEEE Transactions on Industrial Informatics (TII), accepted, 2020.
2. Wei Zhao, Cai Xu*, Ziyu Guan*, Ying Liu. Multi-view Concept Learning via Deep Matrix Factorization. IEEE Transactions on Neural Networks and Learning Systems (TNNLS), accepted, 2020.
3. Yaming Yang, Hongmin Liu*, Ziyu Guan, Xiaofei He, Gaoliang Liu. CoHomo: A cluster-attribute correlation aware graph clustering framework. Neurocomputing, accepted, 2020.
4. Shuwen Xiao, Zhou Zhao, Zijian Zhang, Ziyu Guan, Deng Cai. Query-biased Self-attentive Network for Query-focused Video Summarization. IEEE Transactions on Image Processing (TIP), accepted, 2020.
5. Wanqing Zhao, Shaobo Zhang, Ziyu Guan, Hangzai Luo, Lei Tang, Jinye Peng, Jianping Fan. 6D object pose estimation via viewpoint relation reasoning. Neurocomputing, accepted, 2020.
6. Pengfei Xu, Fei Xie, Tongsheng Su, Zhaoxin Wan, Zhaoyong Zhou, Xiaoyu Xin, Ziyu Guan*. Automatic Evaluation of Facial Nerve Paralysis by Dual-Path LSTM with Deep Differentiated Network. Neurocomputing, accepted, 2020.
7. Wei Zhao, Ziyu Guan*, Yuhui Huang, Tingting Xi, Huan Sun, Zhiheng Wang, Xiaofei He. Discerning Influence Patterns with Beta-Poisson Factorization in Microblogging Environments. IEEE Transactions on Knowledge and Data Engineering (TKDE), Vol. 32, No. 6, pages 1092-1103, 2020.
8. Yu Zhu, Jinghao Lin, Shibi He, Beidou Wang, Ziyu Guan, Haifeng Liu, Deng Cai. Addressing the Item Cold-start Problem by Attribute-driven Active Learning. IEEE Transactions on Knowledge and Data Engineering (TKDE), Vol. 32, No. 4, pages 631-644, 2020.
9. Zhou Yang, Heli Sun, Jianbin Huang, Zhongbin Sun, Hui Xiong, Shaojie Qiao, Ziyu Guan, Xiaolin Jia. An Efficient Destination Prediction Approach Based on Future Trajectory Prediction and Transition Matrix Optimization. IEEE Transactions on Knowledge and Data Engineering (TKDE), Vol. 32, No. 2, pages 203-217, 2020.
10. Wei Zhao, Shulong Tan, Ziyu Guan*, Boxuan Zhang, Maoguo Gong, Zhengwen Cao, Quan Wang. Learning to map social network users by unified manifold alignment on hypergraph. IEEE Transactions on Neural Networks and Learning Systems (TNNLS), Vol. 29, No. 12, pages 5834-5846, 2018.
11. Wei Zhao, Ziyu Guan*, Long Chen, Xiaofei He, Deng Cai, Beidou Wang, Quan Wang. Weakly-supervised Deep Embedding for Product Review Sentiment Analysis. IEEE Transactions on Knowledge and Data Engineering (TKDE), Vol. 30, No. 1, pages 185-197, 2018.
12. Peng Luo, Jinye Peng*, Ziyu Guan, Jianping Fan. Dual regularized multi-view non-negative matrix factorization for clustering. Neurocomputing, Vol. 294, pages 1-11, 2018.
13. Jinye Peng, Peng Luo, Ziyu Guan, Jianping Fan. Graph-regularized multi-view semantic subspace learning. International Journal of Machine Learning and Cybernetics, Volume 10, Issue 5, pages 879-895, 2017.
14. Yu Zhu, Ziyu Guan, Shulong Tan, Haifeng Liu, Deng Cai, Xiaofei He. Heterogeneous hypergraph embedding for document recommendation. Neurocomputing, Vol. 216, pages 150-162, 2016.
15. Wei Zhao, Ziyu Guan, Zhengwen Cao, Zheng Liu. Mining and Harvesting High Quality Topical Resources from the Web. Chinese Journal of Electronics, Vol. 25, No. 1, pages 48-57, 2016.
16. Wei Zhao, Zheng Liu, Ziyu Guan*, Binbin Lin, Deng Cai. Orthogonal Projective Sparse Coding for Image Representation. Neurocomputing, Vol. 173, pages 270-277, 2016.
17. Ziyu Guan, Lijun Zhang, Jinye Peng, Jianping Fan. Multi-view Concept Learning for Data Representation. IEEE Transactions on Knowledge and Data Engineering (TKDE), Vol. 27, No. 11, pages 3016-3028, 2015.
18. Ziyu Guan, Shengqi Yang, Huan Sun, Mudhakar Srivatsa, Xifeng Yan. Fine-Grained Knowledge Sharing in Collaborative Environments. IEEE Transactions on Knowledge and Data Engineering (TKDE), Vol. 27, No. 8, pages 2163-2174, 2015.
19. Wei Zhao, Ziyu Guan*, Zheng Liu. Ranking on heterogeneous manifolds for tag recommendation in social tagging services. Neurocomputing, Vol. 148, pages 521-534, 2015.
20. Shulong Tan, Yang Li, Huan Sun, Ziyu Guan*, Xifeng Yan, Jiajun Bu, Chun Chen, Xiaofei He. Interpreting the public sentiment variations on twitter. IEEE Transactions on Knowledge and Data Engineering (TKDE), Vol. 26, No. 5, pages 1158-1170, 2014.
21.  Ziyu Guan, Gengxin Miao, Russell McLoughlin, Xifeng Yan, Deng Cai. Co-Occurrence Based Diffusion for Expert Search on the Web. IEEE Transactions on Knowledge and Data Engineering (TKDE), Vol. 25, No. 5, pages 1001-1014, 2013
22. Jian Wu, Ziyu Guan, Qing Zhang, Ambuj Singh, Xifeng Yan. Static and Dynamic Structural Correlations in Graphs. IEEE Transactions on Knowledge and Data Engineering (TKDE), Vol. 25, No. 9, pages 2147-2160, 2013.
23. Longfei Zhang, Ziyu Guan, Alexander Hauptmann. The co-attention model for tiny activity analysis. Neurocomputing, Vol. 105, pages 51-60, 2013.
24. Can Wang, Xiaofei He, Jiajun Bu, Zhengguang Chen, Chun Chen, Ziyu Guan. Image representation using Laplacian regularized nonnegative tensor factorization. Pattern Recognition, Vol. 44, No. 10, pages 2516-2526, 2011.
25.  Ziyu Guan, Can Wang, Zhengguang Chen, Jiajun Bu, Chun Chen. E_cient Face Recognition Using Tensor Subspace Regression. Neurocomputing, Vol. 73, No. 13, pages 2744-2753, 2010.
26. Can Wang, Ziyu Guan, Chun Chen, Jiajun Bu, Junfeng Wang and Huaizhong Lin. On-line Topical Importance Estimation: An e_ective focused crawling algorithm combining link and content analysis. Journal of Zhejiang University, Vol. 10, No. 8, pages 1114-1124, 2009.

Selected conference papers：

1. Wanqing Zhao, Shaobo Zhang, Ziyu Guan*, Wei Zhao, Jinye Peng*, Jianping Fan. Learning deep network for detecting 3D object keypoints and 6D poses. Proceedings of the 2020 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), accepted, 2020.
2. Long Chen, Ziyu Guan*, Qibin Xu, Qiong Zhang, Huan Sun, Guangyue Lu, Deng Cai. Question-driven Purchasing Propensity Analysis for Recommendation. Proceedings of the 34th AAAI Conference on Artificial Intelligence (AAAI), accepted, 2020.
3. Yu Zhu, Yu Gong, Qingwen Liu, Yingcai Ma, Wenwu Ou, Junxiong Zhu, Beidou Wang, Ziyu Guan, Deng Cai. Query-based Interactive Recommendation by Meta-Path and Adapted Attention-GRU. Proceedings of the 28th ACM international conference on Information and knowledge management (CIKM), pages 2585-2593, 2019.
4. Cai Xu, Ziyu Guan*, Wei Zhao, Hongchang Wu, Yunfei Niu, Beilei Ling. {\em Adversarial Incomplete Multi-view Clustering}. Proceedings of the 28th International Joint Conference on Artificial Intelligence (IJCAI), pages 3933-3939, 2019.
5. Wei Zhao, Boxuan Zhang, Beidou Wang, Ziyu Guan*, Wanxian Guan, Guang Qiu, Wei Ning, Jiming Chen, Hongmin Liu. Personalized Attraction Enhanced Sponsored Search with Multi-task Learning. Proceedings of the 25th ACM SIGKDD conference on knowledge discovery and data mining (SIGKDD), pages 2632-2642, 2019.
6. Yu Gong, Yu Zhu, Lu Duan, Qingwen Liu, Ziyu Guan*, Fei Sun, Wenwu Ou, Kenny Zhu. Exact-K Recommendation via Maximal Clique Optimization. Proceedings of the 25th ACM SIGKDD conference on knowledge discovery and data mining (SIGKDD), pages 617-626, 2019.
7. Jun Zhao, Zhou Zhou, Ziyu Guan*, Wei Zhao, Ning Wei, Guang Qiu, Xiaofei He. IntentGC: a Scalable Graph Convolution Framework Fusing Heterogeneous Information for Recommendation. Proceedings of the 25th ACM SIGKDD conference on knowledge discovery and data mining (SIGKDD), pages 2347-2357, 2019.
8. Jie Zhao, Ziyu Guan, Huan Sun. Riker: Mining Rich Keyword Representations for Interpretable Product Question Answering. Proceedings of the 25th ACM SIGKDD conference on knowledge discovery and data mining (SIGKDD), pages 1389-1398, 2019.
9. Long Chen, Ziyu Guan*, Wei Zhao, Wanqing Zhao, Xiaopeng Wang, Zhou Zhao, Huan Sun. Answer Identification from Product Reviews for User Questions by Multi-task Attentive Networks. Proceedings of the 33rd AAAI Conference on Artificial Intelligence (AAAI), pages 45-52, 2019.
10. Beidou Wang, Xin Guo, Martin Ester, Ziyu Guan, Bandeep Singh, Yu Zhu, Jiajun Bu, Deng Cai. Device-Aware Rule Recommendation for the Internet of Things. Proceedings of the 27th ACM international conference on Information and knowledge management (CIKM), pages 2037-2045, 2018.
11. Jun Zhao, Guang Qiu, Ziyu Guan, Wei Zhao, Xiaofei He. Deep reinforcement learning for sponsored search real-time bidding. Proceedings of the 24th ACM SIGKDD conference on knowledge discovery and data mining (SIGKDD), pages 1021-1030, 2018.
12. Ziyu Guan, Fei Xie, Wanqing Zhao, Xiaopeng Wang, Long Chen, Wei Zhao, Jinye Peng. Tag-based Weakly-supervised Hashing for Image Retrieval. Proceedings of the 27th International Joint Conference on Artificial Intelligence (IJCAI), pages 3776-3782, 2018.
13. Cai Xu, Ziyu Guan*, Wei Zhao, Yunfei Niu, Quan Wang, Zhiheng Wang. Deep Multi-View Concept Learning. Proceedings of the 27th International Joint Conference on Artificial Intelligence (IJCAI), pages 2898-2904, 2018.
14. Yu Zhu, Junxiong Zhu, Jie Hou, Yongliang Li, Beidou Wang, Ziyu Guan, Deng Cai. A Brand-level Ranking System with the Customized Attention-GRU Model. Proceedings of the 27th International Joint Conference on Artificial Intelligence (IJCAI), 2018.
15. Pengfei Xu, Lei Wang, Ziyu Guan, Xia Zheng, Xiaojiang Chen, Zhanyong Tang, Dingyu Fang, Xiaoqing Gong, Zheng Wang. Evaluating Brush Movements for Chinese Calligraphy: A Computer Vision Based Approach. Proceedings of the 27th International Joint Conference on Artificial Intelligence (IJCAI), pages 1050-1056, 2018.
16. Xiaohan Zhao, Bo Zong, Ziyu Guan, Kai Zhang, Wei Zhao. Substructure Assembling Network for Graph Classification. Proceedings of the 32nd AAAI Conference on Artificial Intelligence (AAAI), accepted, 2018.
17. Jie Zhao, Yu Su, Ziyu Guan, Huan Sun. An End-to-End Deep Framework for Answer Triggering with a Novel Group-Level Objective. Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing (EMNLP,), 2017.
18. Yu Zhu, Hao Li, Yikang Liao, Beidou Wang, Ziyu Guan, Haifeng Liu, Deng Cai. What to Do Next: Modeling User Behaviors by Time-LSTM. Proceedings of the 26th International Joint Conference on Artificial Intelligence (IJCAI), 2017.
19. Wanqing Zhao, Ziyu Guan, Hangzai Luo, Jinye Peng, Jianping Fan. Deep Multiple Instance Hashing for Object-based Image Retrieval. Proceedings of the 26th International Joint Conference on Artificial Intelligence (IJCAI), 2017.
20. Beidou Wang, Martin Ester, Yikang Liao, Jiajun Bu, Yu Zhu, Ziyu Guan, Deng Cai. The Million Domain Challenge: Broadcast Email Prioritization by Cross-domain Recommendation. Proceedings of the 22nd ACM SIGKDD conference on knowledge discovery and data mining (SIGKDD), pages 1895-1904, 2016.
21. Ziyu Guan, Long Chen, Wei Zhao, Yi Zheng, Shulong Tan, Deng Cai. Weakly-supervised Deep Learning for Customer Review Sentiment Classification. Proceedings of the 25th International Joint Conference on Artificial Intelligence (IJCAI), pages 3719-3725, 2016.
22. Beidou Wang, Martin Ester, Jiajun Bu, Yu Zhu, Ziyu Guan, Deng Cai. Which to View: Personalized Prioritization for Broadcast Emails. Proceedings of the 25th international conference on World wide web (WWW), pages 1181-1190, 2016.
23. Shulong Tan, Ziyu Guan, Deng Cai, Xuzhen Qin, Jiajun Bu, Chun Chen. Mapping Users across Networks by Manifold Alignment on Hypergraph. Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence (AAAI), pages 159-165, 2014.
24. Nan Li, Ziyu Guan, Lijie Ren, Jian Wu, Jiawei Han, Xifeng Yan. gIceberg: Towards Iceberg Analysis in Large Graphs. Proceedings of the 29th IEEE International Conference on Data Engineering (ICDE), pages 1021-1032, 2013.
25. Gengxin Miao, Ziyu Guan, Louise Moser, Xifeng Yan, Shu Tao, Nikos Anerousis. Latent Association Analysis of Document Pairs. Proceedings of the 18th ACM SIGKDD conference on knowledge discovery and data mining (SIGKDD), pages 1415-1423, 2012.
26. Ziyu Guan, Xifeng Yan, Lance M. Kaplan. Measuring Two-Event Structural Correlations on Graphs. Proceedings of the 38th international conference on very large databases (VLDB), pages 1400-1411, 2012.
27. Jiejun Xu, Vishwakarma Singh, Ziyu Guan, B.S. Manjunath. Uni_ed hypergraph for image ranking in a multimodal context. Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pages 2333-2336, 2012.
28. Ziyu Guan, Jian Wu, Qing Zhang, Ambuj Singh, Xifeng Yan. Assessing and Ranking Structural Correlations in Graphs. Proceedings of the 2011 international conference on management of data (SIGMOD), pages 937-948, 2011.
29. Arijit Khan, Nan Li, Xifeng Yan, Ziyu Guan, Supriyo Chakraborty, Shu Tao. Neighbor-hood Based Fast Graph Search in Large Networks. Proceedings of the 2011 international conference on management of data (SIGMOD), pages 901-912, 2011.
30. Ziyu Guan, Can Wang, Kun Yang, Jiajun Bu, Chun Chen, Deng Cai. Document Recommendation in Social Tagging Services. Proceedings of the 19th international conference on World wide web (WWW), pages 391-400, 2010.
31. Jun Zhao, Jiajun Bu, Chun Chen, Ziyu Guan, Can Wang, Cheng Zhang. Learning a user-thread alignment manifold for thread recommendation in online forum. Proceedings of the 19th ACM international conference on Information and knowledge management (CIKM), pages 559-568, 2010.
32. Ziyu Guan, Jiajun Bu, Qiaozhu Mei, Chun Chen and Can Wang. Personalized Tag Recommendation Using Graph-based Ranking on Multi-type Interrelated Objects. Proceedings of the 32nd annual international ACM SIGIR conference (SIGIR), pages 540-547, 2009.
33. JunfengWang, Chun Chen, CanWang, Jian Pei, Jiajun Bu, Ziyu Guan, Wei Vivian Zhang. Can We Learn a Template-Independent Wrapper for News Article Extraction from a Single Training Site? Proceedings of the 15th ACM SIGKDD conference on knowledge discovery and data mining (SIGKDD), pages 1345-1354, 2009.
34. Can Wang, Junfeng Wang, Chun Chen, Li Lin, Ziyu Guan, Junyan Zhu, Cheng Zhang, Jiajun Bu. Learning to Extract Web News Title in Template Independent Way. Proceedings of the 4th International Conference on Rough Sets and Knowledge Technology (RSKT), pages 192-199, 2009.
35. Junfeng Wang, Xiaofei He, Can Wang, Jian Pei, Jiajun Bu, Chun Chen, Ziyu Guan, Lu Gang. News Article Extraction with Template-Independent Wrapper. Proceedings of the 18th international conference on World Wide Web (WWW), pages 1085-1086, 2009.
36. Ziyu Guan, Can Wang, Chun Chen, Jiajun Bu and Junfeng Wang. Guide Focused Crawler Efficiently and Effectively Using On-line Topical Importance Estimation. Proceedings of the 31st annual international ACM SIGIR conference (SIGIR), pages 757-758, 2008.