左源 - 北京航空航天大学

个人简介

教育经历 2020年12月 - 今，北京航空航天大学经管学院，准聘副教授 2017年10月 - 2020年12月，北京航空航天大学经管学院，博士后 2011年7月 - 2017年7月，北京航空航天大学计算机学院，硕博连读科研项目国家自然科学基金青年基金项目，71901012，基于细粒度用户偏好分析的可解释推荐方法与应用研究，2020/01-2022/12，20万元，在研，主持中国博士后科学基金（一等资助），2018M640045，基于循环神经网络和主题模型融合建模的短文本语义分析，2018/11-出站，8万元，在研，主持讲授课程讲授研究生基础理论核心课《高级数据科学》讲授研究生基础理论核心课《高级应用统计》中的概率主题模型部分

研究领域

数据挖掘、深度学习、文本挖掘、社交网络分析

近期论文

查看导师新发文章（温馨提示：请注意重名现象，建议点开原文通过作者单位确认）

Yuan Zuo, Guannan Liu, Hao Lin, Jia Guo, Xiaoqian Hu and Junjie Wu. Embedding Temporal Network via Neighborhood Formation. In Proceedings of ACM SIGKDD international conference on Knowledge discovery and data mining (KDD), 2018. (数据挖掘排名第一的会议, CCF A, Google学术引用38) Yuan Zuo, Junjie Wu*, Hui Zhang, Deqing Wang and Ke Xu. Complementary Aspect-based Opinion Mining, In IEEE Transactions on Knowledge and Data Engineering (TKDE), vol. 30, no. 2, pp. 249-262, 2018. (数据挖掘排名第一的期刊, CCF A, SCI Q1, SCI IF:4.935, Google学术引用18) Yuan Zuo, Junjie Wu*, Hui Zhang, Hao Lin, Fei Wang, Ke Xu and Hui Xiong. Topic Modeling of Short Texts: A Pseudo-Document View. In Proceedings of ACM SIGKDD international conference on Knowledge discovery and data mining (KDD), 2016. (数据挖掘排名第一的会议, CCF A, Google学术引用78) YuanZuo, Jichang Zhao and Ke Xu*. Word Network Topic Model: A Simple but General Solution for Short and Imbalanced Texts. In Journal of Knowledge and Information Systems (KAIS), vol. 48, pp. 378-398, 2016. (数据挖掘国际著名期刊, CCF B, SCI Q2, SCI IF:2.936, Google学术引用118) YuanZuo, Junjie Wu*, Hui Zhang, Deqing Wang, Hao Lin, Fei Wang, and Ke Xu. Complementary Aspect-based Opinion Mining Across Asymmetric Collections. In Proceedings of IEEE International Conference on Data Mining (ICDM), 2015. (数据挖掘排名第二的会议, CCF B) Hanfei Wang, Yuan Zuo*, Hong Li, Junjie We. Cross-domain Recommendation with User Personality. Knowledge-Based Systems.（SCI Q1, SCI IF: 5.921） Guannan Liu, Jia Guo and Yuan Zuo*. Fraud detection via behavioral sequence embedding. In Journal of Knowledge and Information Systems (KAIS), vol. 62, pp. 2685-2708, 2020. (数据挖掘国际著名期刊, CCF B, SCI Q2, SCI IF:2.936) Hao Lin, Yuan Zuo*, Guannan Liu, Hong Li, Junejie Wu and Zhiang Wu. A Pseudo-Documentbased Topical N-grams Model for Short Texts. In World Wide Web Journal (WWWJ), 2020. (数据挖掘国际著名期刊, CCF B, SCI Q2, SCI IF:2.892) Fei Wang, Rui Liu, Yuan Zuo* Hui Zhang, He Zhang and Junjie Wu. Robust Word-Network Topic Model for Short Texts, In Proceedings of ICTAI, 2016. (CCF C) Xiaokang Qiu, Yuan Zuo* and Guannan Liu. ETCF: An Ensemble Model for CTR Prediction. In Proceedings of ICSSSM, 2018. Hao Lin, Guannan Liu, Junjie Wu, Yuan Zuo, Xin Wan and Hong Li. Fraud Detection in Dynamic Interaction Network. In IEEE Transactions on Knowledge and Data Engineering (TKDE).Accepted in 2020. (数据挖掘排名第一的期刊，CCF A) Hao Lin, Hengshu Zhu, Junjie Wu, Yuan Zuo, Chen Zhu and Hui Xiong. Enhancing Employer Brand Evaluation with Collaborative Topic Regression Models. In ACM Transactions on Information Systems (TOIS). Accepted in 2020. (信息系统顶级期刊， CCF A) Jia Guo, Guannan Liu, Yuan Zuo and Junjie Wu. Learning Sequential Behavior Representations for Fraud Detection. In Proceedings of ICDM, 2018. (数据挖掘排名第二的会议，CCF B) Hao Lin, Hengshu Zhu, Yuan Zuo, Chen Zhu, Junjie Wu and Hui Xiong. Collaborative Company Profiling: Insights from an Employee’s Perspective, In Proceedings of AAAI, 2017. (人工智能顶级会议，CCF A) Rui Liu, Xingguang Wang, Deqing Wang, Yuan Zuo, He Zhang and Xianzhu Zheng. Topic Splitting: A Hierarchical Topic Model Based on Non-Negative Matrix Factorization. In J. Syst. Sci. Syst. Eng. 27, 479–496, 2018. Jia Guo, Guannan Liu, Yuan Zuo and Junjie Wu. An Anomaly Detection Framework Based on Autoencoder and Nearest Neighbor. In Proceedings of ICSSSM, 2018. Yong Chen, Hui Zhang, Yuan Zuo and Deqing Wang. An Improved Regularized Latent Semantic Indexing with L1/2 Regularization and Nonnegative Constraints. In Proceeding of CSE, 2013. 投稿论文 Yuan Zuo, Congrui Li, Hao Lin and Junjie Wu. Topic Modeling of Short Text: A Pseudo Document View with Word Embedding Enhancement. Submitted to IEEE Transactions on Knowledge and Data Engineering. (数据挖掘排名第一的期刊, CCF A, SCI Q1, SCI IF:4.935) 工作论文 Yuan Shi, Yuan Zuo* and Junjie Wu. Joint Entity and Relation Extraction: A Hierarchical Sequence Labeling Approach. Ready to submit to TKDE.