Pengpeng Zhao  赵朋朋

Ph. D, Associate Professor

Room 303, Ligong Building, Soochow University

Email: ppzhao@suda.edu.cn

Phone:


Biography

Dr. Pengpeng Zhao is an associate professor at Soochow University and a leading talent in Suzhou Industrial Park. He received his Ph.D. in Computer Science from Soochow University in 2008. From 2016 to 2017, he was a visiting scholar, working with Professor Hui Xiong at the Data Mining and Business Analysis Laboratory at Rutgers University. In recent years, his research has been supported by Natural Science Foundation of China and Natural Science Foundation of Jiangsu Province. He won two Suzhou Science and Technology Progress Awards. He has published more than 50 papers in international conferences and journals, and 20 papers were published in CCF ranked A/B conferences, such as ACM MM, IJCAI, ICDM, CIKM, DASFAA, and ICME. He submitted more than 30 national invention patents applications, of which 20 are authorized. He has served as editorial board member of the International Journal of Intelligent Information Systems, reviewer of many important academic journals such as ACM Transactions on Knowledge Discovery from Data, IEEE Transactions on Big Data, WWWJ, and Neurocomputing, as well as program committee member of international conferences such as AAAI, IJCAI, CIKM, and PAKDD. His current research interests include data mining, deep learning, big data analysis, and recommender systems.

Research

  • Data Mining
  • Mobile Intelligence
  • Recommender System
  • Big Data Analytics

Publication

  1. Pengpeng Zhao, Haifeng Zhu, Yanchi Liu, Jiajie Xu, Zhixu Li, Fuzhen Zhuang, Victor S. Sheng and Xiaofang Zhou. Where to Go Next: A Spatio-Temporal Gated Network for Next POI Recommendation, In Proceedings of 33rd AAAI Conference on Artificial Intelligence (AAAI 2019), January 27 – February 1, Hawaii, USA.(CCF Rank A)
  2. Xiaojie Chen, Pengpeng Zhao, Jiajie Xu, Zhixu Li, Lei Zhao, Yanchi Liu,  Victor S. Sheng and Zhiming Cui, Exploiting Visual Contents in Posters and Still Frames for Movie Recommendation, IEEE ACCESS (accepted in October 2018, Impact Factor=3.557)
  3. Jing Zhao, Jiajie Xu, Rui Zhou, Pengpeng Zhao, Chengfei Liu, Feng Zhu: On Prediction of User Destination by Sub-Trajectory Understanding: A Deep Learning based Approach. CIKM 2018: 1413-1422. (CCF Rank B
  4. Pengpeng Zhao, Haifeng Zhu, Yanchi Liu, Ziting Zhou, Zhixu Li, Jiajie Xu, Lei Zhao, and Victor S. Sheng, A Generative Model Approach for Geo-social Group Recommendation. Journal of Computer Science and Technology (JCST) (Accepted in May 2018) (SCIE, CCF Rank B)
  5. Zhongjian Lv, Jiajie Xu, Kai Zheng, Hongzhi Yin, Pengpeng Zhao, Xiaofang Zhou, LC-RNN: A Deep Learning Model for Traffic Speed Prediction, In Proceedings of 27th International Joint Conference on Artificial Intelligence (IJCAI 2018), Stockholm, Sweden, July 13-19, 2018. (CCF Rank A)
  6. Qing Qian, Zhixu Li, Pengpeng Zhao, Wei Chen, Hongzhi Yin and Lei Zhao. Publishing Graph Node Strength Histogram with Edge Differential Privacy, 23nd International Conference on Database Systems for Advanced Applications (DASFAA2018), Gold Coast, Australia 2018.5.21-2018.5.24  (CCF Rank B)
  7. Haifeng Zhu, Pengpeng Zhao, Zhixu Li, Jiajie Xu, Lei Zhao, Victor S. Sheng, Exploiting Implicit Social Relationship for Point-of-Interest Recommendation. APWeb-WAIM Joint Conference on Web and Big Data 2018 (APWeb-WAIM 2018) July 23-25, 2018, Macau, China. (CCF Rank C)
  8. Jian Wu, Anqian Guo, Victor S.Sheng, Pengpeng Zhao and Zhiming Cui: An Active Learning Approach for Multi-Label Image Classification with Sample Noise. IJPRAI 32(3): 1-23 (2018)(CCF Rank C)
  9.  Zhihu Qian, Jiajie Xu, Kai Zheng, Pengpeng Zhao, Xiaofang Zhou: Semantic-aware top-k spatial keyword queries. World Wide Web(WWWJ) 21(3): 573-594,2018. (SCI, CCF Rank B)
  10. Pengpeng Zhao, Xiefeng Xu, Yanchi Liu, Victor S.Sheng, Kai Zheng and Hui Xiong, Photo2Trip: Exploiting Visual Contents in Geo-tagged Photos for Personalized Tour Recommendation. In Proceedings of 25th ACM International Conference on Multimedia (ACM MM), 2017. (CCF Rank A)
  11. Jian Wu, Anqian Guo, Victor S. Sheng, Pengpeng Zhao and Zhiming Cui, Adaptive Low-Rank Multi-Label Active Learning for Image Classification. In Proceedings of 25th ACM International Conference on Multimedia (ACM MM), 2017. (CCF Rank A)
  12. Pengpeng Zhao, Xiefeng Xu, Yanchi Liu, Ziting Zhou, Kai Zheng, Victor S. Sheng, and Hui Xiong, Exploiting Hierarchical Structures for POI Recommendation. In Proceedings of the 16th IEEE Conference on Data Mining (ICDM 2017), 2017. (CCF Rank B)
  13. Anqian Guo, Jian Wu, Victor S. Sheng, Pengpeng Zhao and Zhiming Cui. Multi-Label Active Learning with Low-Rank Mapping for Image Classification. IEEE International Conference on Multimedia & Expo, 2017 (ICME, CCF Rank B).
  14. Yan Long, Pengpeng Zhao, Victor S. Sheng, Guanfeng Liu, Jiajie Xu, Jian Wu, and Zhiming Cui. Social Personalized Ranking Embedding For Next POI Recommendation. In Proceedings of The 18th International Conference on Web Information System Engineering (WISE 2017), 2017. (CCF Rank C)
  15. Jian Wu, Shiquan Zhao, Victor S. Sheng, Jing Zhang, Chen Ye, PengPeng Zhao, Zhiming Cui, Weak Labeled Active Learning with Conditional Label Dependence for Multi-label Image Classification. IEEE Transactions on Multimedia, 2017.(SCI, CCF Rank B)
  16. Wei Jiang, Jie Zhu, Jiajie Xu, Zhixu Li,  PengPeng Zhao and Lei Zhao, A feature based method for trajectory dataset segmentation and profiling.World Wide Web Journal (WWWJ),(Accepted in January 2017) (SCI, CCF B类)
  17. Zhongjian Lv, Jiajie Xu,  PengPeng Zhao, Guanfeng Liu, Lei Zhao, Xiaofang Zhou, Outlier Trajectory Detection: A Trajectory Analytics Bases Approach, 22nd International Conference on Database Systems for Advanced Applications (DASFAA2017) (CCF B类), Suzhou, 2017.3.27-2017.3.30
  18. Chunhua Li, Pengpeng Zhao, Victor S.Sheng, Xuefeng Xian, Jian Wu and Zhiming Cui,  Refining Automatically Extracted Knowledge Bases Using Crowdsourcing. Comp. Int. and Neurosc. 2017: 4092135:1-4092135:17 (SCI)
  19. Jian Wu, Chen Ye, Victor S.Sheng, Jing Zhang, Pengpeng Zhao and Zhiming Cui, Active learning with label correlation exploration for multi-label image classification. IET Computer Vision 11(7): 577-584 (SCI, CCF C类)
  20. Xiefeng Xu, Pengpeng Zhao, Guanfeng Liu, Caidong Gu, Jiajie Xu, Jian Wu, and Zhiming Cui, A Hybrid Method for POI Recommendation: Combining Check-in Count, Geographical Information and Reviews. The 18th Asia Pacific Web Conference (APWeb 2016) Sept 23-25, 2016, Suzhou, China. (CCF Rank C)
  21. Pengpeng Zhao, Hanhan Jiang, Jiajie Xu,Victor S. Sheng, Guanfeng Liu,An Liu, Jian Wu, and Zhiming Cui, Location-Aware Publish/Subscribe Index with Complex Boolean Expressions.World Wide Web Journal (WWWJ),(Accepted in September 2016) (SCI, CCF B类)
  22. Ziting Zhou, Pengpeng Zhao, Victor S. Sheng, Jiaije Xu, Zhixu Li, Jian Wu, and Zhiming Cui, Efficient Sampling Methods for Characterizing POIs on Maps Based on Road Networks, Frontiers of Computer Science(FCS),(Accepted in July 2016) (SCI, CCF C类)
  23. Pengpeng Zhao, Hailin Fang, Victor S. Sheng, Zhixu Li, Jiajie Xu,Jian Wu, and Zhiming Cui, Monochromatic and Bichormatic Ranked Reverse Boolean Spatial Keyword Nearest Neighbors Search.World Wide Web Journal (WWWJ),(Accepted in May 2016) (SCI, CCF B类)
  24. Xuefeng Xian, Pengpeng Zhao, Victor S. Sheng, Ligang Fang, Caidong Gu, Yuanfeng Yang, and Zhiming Cui, Stratification-Based Outlier Detection over the Deep Web, Computational Intelligence and Neuroscience, Volume 2016, 13 pages, 2016. doi:10.1155/2016/7386517 (SCI)
  25. Jian Wu, Shiquan Zhao, Victor S. Sheng, PengPeng Zhao and Zhiming Cui, Multi-label Active Learning for Image Classification with Asymmetrical Conditional Dependence, 2016 IEEE International Conference on Multimedia and Expo (ICME 2016) , (CCF B类)
  26. Chunhua Li, Pengpeng Zhao, Victor S. Sheng, Zhixu Li, Guangfeng Liu, Jian Wu and Zhiming Cui. A Hybrid Machine-Crowdsourcing Approach for Web Table Matching and Cleaning. The 17th International Conference on Web-Age Information Management (WAIM 2016). (EI, CCF C类)
  27. Qiang Yang, Zhixu Li, Binbin Gu, An Liu, Guanfeng Liu, Pengpeng Zhao and Lei Zhao, "CTextEM: Using Consolidated Textual Data for Entity Matching". In Proceedings of the 21th International  Conference on Databae System for Advanced Applications (DASFAA 2016), April 2016, Dallas, Texas, USA. (EI, CCF B类)
  28. Shushu Liu, An Liu, Lei Zhao, Guanfeng Liu, Zhixu Li, Pengpeng Zhao and Kai Zheng. Efficient Query Processing with Mutual Privacy Protection for Location-Based Services. The 21th International Conference on Database Systems for Advanced Applications (DASFAA 2016). April 2016, Dallas, Texas, USA. (EI, CCF B类)
  29. Hanhan Jiang, Pengpeng Zhao, Victor S Sheng, Jiajie Xu, An Liu, Jian Wu and Zhiming Cui. An Efficient Location-Aware Top-k Subscription Matching for Publish/Subscribe with Boolean Expressions. The 21th International Conference on Database Systems for Advanced Applications (DASFAA 2016) .April 2016, Dallas, Texas, USA. (EI, CCF B类)
  30. Wei Jiang, Jie Zhu, Zhixu Li, Pengpeng Zhao, An Liu, and Lei Zhao,HV: A Feature Based Method for Trajectory Dataset Profiling, The Sixteenth International Conference on Web Information System Engineering (WISE 2015)October 18-20, 2015, Miami, Florida, USA (CCF RANK C,Best Student Paper)
  31. Hanhan Jiang, Pengpeng Zhao, Victor S. Sheng, Guanfeng Liu, An Liu, Jian Wu, and Zhiming Cui, An Efficient Location-Aware Publish/Subscribe Index with Boolean Expressions, The Sixteenth International Conference on Web Information System Engineering (WISE 2015) October 18-20, 2015, Miami, Florida, USA (CCF RANK C)
  32. Hailin Fang, Pengpeng Zhao, Victor S. Sheng, Zhixu Li, Jiajie Xu,Jian Wu, and Zhiming Cui,Ranked Reverse Boolean Spatial Keyword Nearest Neighbors Search, The Sixteenth International Conference on Web Information System Engineering (WISE 2015) October 18-20, 2015, Miami, Florida, USA (CCF RANK C,Best Student Paper Finalist)
  33. Shiquan Zhao, Jian Wu, Victor S. Sheng, Chen Ye, Pengpeng  Zhao, Zhiming Cui. Weak Labeled Multi-label Active Learning for Image Classification, ACM International Conference on Multimedia 2015 (MM2015), 6 - 30 October 2015, Brisbane, Australia(CCF A类)
  34. Xusheng  Ai, Jian Wu, Victor S. Sheng, Yufeng Yao, Pengpeng Zhao, Zhiming Cui. Best First Over-sampling for Multilabel Classification, The 24th ACM International Conference on Information and Knowledge Management(CIKM2015), 19-23 October 2015, Melbourne, Australia (CCF B类)
  35. Jian Wu, Chen Ye, Victor S. Sheng, Yufeng Yao, Pengpeng Zhao, Zhiming Cui. Semi-Automatic Labeling with Active Learning for Multi-Label Image Classification. Accepted by PCM 2015. (CCF C类)
  36. Shushu Liu, An Liu, Guanfeng Liu, Zhixu Li, Jiajie Xu, Pengpeng Zhao and Lei Zhao, “ A Secure and Efficient Framework for Privacy Preserving Social Recommendation“. In Proceedings of the 17th Asia Pacific Web Conference (APWeb), September 2015, Guangzhou, China (EI, CCF C类)
  37. Lei  Gao, Pengpeng  Zhao, Victor S. Sheng, Zhixu  Li, An  Liu, Jian  Wu, Zhiming  Cui, EPEMS: An Entity Matching System For E-Commerce Products, The 17th Asia-Pacific Web Conference(APWeb 2015), September 2015, Guangzhou, China  (CCF C类)
  38. Xiao Liu, An Liu, Guanfeng Liu, Zhixu Li, Jiajie Xu, Pengpeng Zhao and Lei Zhao, “ PPS-POI-Rec: A Privacy Preserving Social Point-of-Interest Recommender System“. In Proceedings of the 17th Asia Pacific Web Conference (APWeb), September 2015, Guangzhou, China (EI, CCF C类)
  39. Feng Zhu, Guanfeng Liu, Yan Wang, An Liu, Zhixu Li, Pengpeng Zhao, and Lei Li, “A Context -Aware Trust-Oriented Influencers in Online Social Networks“. In Proceedings of the 22nd The IEEE International Conference on Web Services (ICWS), June 2015, New York, USA (EI, CCF B类)
  40. Pengpeng Zhao, Xiaopeng Kuang, Victor S. Sheng, Jiajie Xu, Jian Wu, Zhiming Cui, Scalable Top-k Spatial Image Search on RoadNetworks, 20th International Conference on Database Systems for Advanced Applications (DASFAA2015) (CCF B类), Hanoi, 2015.4.20-2015.4.23
  41. Chenghao Zhu, Jiajie Xu, Chengfei Liu, Pengpeng Zhao, Zhixu Li, Lei Zhao: Efficient Trip Planning for Maximizing User Satisfaction. 20th International Conference on Database Systems for Advanced Applications (DASFAA2015) (CCF B类), Hanoi, 2015.4.20-2015.4.23
  42. Ziting Zhou, Pengpeng Zhao, Victor S. Sheng, Jiajie Xu, Zhixu  Li, Jian Wu, Zhiming Cui, Effective Sampling of Points of Interests on Maps based on Road Networks, The 16th International Conference on Web-Age Information Management (WAIM2015)  (CCF C类) June 8-10, 2015, Qingdao, China
  43. Haihui Xu, Pengpeng Zhao, Victor S. Sheng, Guanfeng  Liu, Lei Zhao, Jian Wu, Zhiming Cui, Batch Mode Active Learning for Networked Data With Optimal Subset Selection, The 16th International Conference on Web-Age Information Management (WAIM2015) (CCF C类) June 8-10, 2015, Qingdao, China
  44. Yuanliu Liu, Pengpeng Zhao, Victor S. Sheng,Zhixu  Li, An Liu, Jian Wu, Zhiming Cui, RPCV: Recommend Potential Customers to Vendors in Location-based Social Network, The 16th International Conference on Web-Age Information Management (WAIM2015)  (CCF C类) June 8-10, 2015, Qingdao, China
  45. Qiang Yang, Zhixu Li, Jun Jiang, Pengpeng Zhao, Guanfeng Liu, An Liu and Zhu Jia, “NokeaRM: “Employing Non-Key Attributes in Record Matching”. In Proceedings of the 16th International Conference on Web-Age Information Management (WAIM 2015), June 2015, Qingdao, China (EI , CCF C)
  46. Xiaopeng Kuang, Pengpeng Zhao, Victor S. Sheng, Jian Wu, Zhixu Li, Guanfeng Liu and Zhiming Cui, TK-SK: Textual-restricted K Spatial Keyword Query on Road Networks, in the 26th edition of the Australasian Database ConferenceADC 2015,  4–6 June 2015 in Melbourne, Australia
  47. Hailin Fang, Pengpeng Zhao, Victor S. Sheng, Jian Wu, Jiajie Xu, An Liu and Zhiming Cui, Effective Spatial Keyword Query Processing on Road Networks, in the 26th edition of the Australasian Database ConferenceADC 2015,  4–6 June 2015 in Melbourne, Australia
  48. Chen Ye, Jian Wu, Victor S. Sheng, Shiquan Zhao, PengPeng Zhao, Zhiming Cui. Multi-Label Active Learning with Chi-Square Statistics for Image Classification. ICMR 2015. (CCF B类)
  49. Xusheng Ai,Jian Wu,Victor S. Sheng, Pengpeng Zhao,Zhiming Cui,Immune Centroids Over-Sampling Method for Multi-class Classification, PAKDD 2015 (CCF C类), Ho Chi Minh City, 2015.5.19-2015.5.22
  50. Xusheng Ai, Jian Wu, Victor S. Sheng, Pengpeng Zhao,Zhiming Cui, Immune Centroids Oversampling Method for Binary Classification, Computational Intelligence and Neuroscience 2015: 109806:1-109806:11(2015) (SCI)
  51. Jie Xin, Zhiming Cui, Pengpeng Zhao, Tianxu He, Actively Transfer Learning of Matching Query Results across Multiple-sources, Frontiers of Computer Science 9(4): 595-607(2015) (SCI)
  52. Jian Wu, Victor S. Sheng,Jing Zhang, Pengpeng Zhao, Zhiming, Multi-label Active Learning for Image Classification, 2014 IEEE International Conference on Image Processing (ICIP 2014) (CCF C类), Paris, 2014.11.21-2014.11.22
  53. Yang Jiao, Pengpeng Zhao, Jian Wu, Xuefeng Xian, Active Multi-label Learning With Optimal Label Subset Selection, ADMA2014, 2014.12.19-2014.12.21
  54. Chengchao Li, Pengpeng Zhao, Jian Wu, Haihui Xu, Zhiming Cui, A Serial Sample Selection Framework for Active Learning, ADMA2014,2014.12.19-2014.12.21
  55. Pengpeng Zhao, Jie Xin,Xuefeng Xian,Zhiming Cui. Active Learning for Duplicate Record Identification in Deep Web. The 8th International Conference on Intelligent Systems and Knowledge Engineering (ISKE2013), Shenzhen,November 20-23, 2013. (EI)
  56. Yang Jiao, Pengpeng Zhao, Jian Wu, Yujie Shi, Zhiming Cui. A multi-criterion query based batch mode active learning technique. The 8th International Conference on Intelligent Systems and Knowledge Engineering (ISKE2013). Shenzhen,November 20-23, 2013. (EI)
  57. Yuanliu Liu, Pengpeng Zhao, Xu Zhou, Zhiming Cui,A Multiple Phase Stratification Based Hierarchical Clustering Over a Deep Web Data Source, The 8th International Conference on Intelligent Systems and Knowledge Engineering (ISKE2013). Shenzhen, November 20-23, 2013. (EI)
  58. HaihuiXu, Pengpeng Zhao, Jian Wu, Zhiming Cui, and Chengchao Li. Integrating Multiple Information of Active Learning for Image Classification. The 2013 IEEE International Conference on Granular  Computing (IEEE Grc2013), Beijing, December 13-15, 2013. (EI)
  59. Xu Zhou, Pengpeng Zhao, Yuanliu Liu and Zhiming Cui. Semi-Supervised Based Training Set Construction For Outlier Detection. The 2013 International Conference on Cloud Computing and Big Data (CloudCom-Asia 2013), Fuzhou, China.2013, IEEE CPS. (EI)
  60. Jiumei Mao, Zhiming Cui, Pengpeng Zhao and Xuehuan Li. An improved similarity measure method in Collaborative Filtering Recommendation Algorithm. the 2013 International Conference on Cloud Computing and Big Data (CloudCom-Asia 2013), Fuzhou, China.2013, IEEE CPS. (EI)

Professional Service

  • PC Member for( CCF BigData 2015 2017, CIKM2017, PAKDD2018, IJCAI2018, AAAI2019, PAKDD2019) 
  • Editorial Board Member, International Journal of Intelligent Information Systems
  • Reviewer for International Journals (TKDD, Neurocomputing, WWWJ,  IEEE Transactions on Cybernetics, IEEE Access, Entropy, DMKD, JASIST)