宋恒杰

发布时间:2018-06-15 浏览次数:10878

基本信息

姓名:宋恒杰

办公室:软件学院B8-509

E-mail: sehjsong@scut.edu.cn

所在团队:大型软件开发方法及应用

个人主页:http://www2.scut.edu.cn/sse/2018/0615/c16788a270758/page.htm

个人简介

宋恒杰教授长期从事人工智能、数据挖掘技术在搜索引擎、互联网广告中的理论、应用研究工作。其主要研究内容包括——以互联网海量用户行为数据为基础,在设计、实现用户行为模型/算法的基础上,实现互联网用户行为深度分析与预测。近年来,申请人以第一作者/通讯作者在中国计算机学会推荐A类/B类国际学术会议发表20余篇学术论文。上述研究成果已应用于多个工程项目,并产出一定的经济效益。

学历

博士(计算机工程),新加坡南洋理工大学

日本学术振兴会特别研究员(JSPS Fellow), 京都大学

教学经历

主讲人工智能、分布式智能软件2门本科生课程;领域软件系统、复杂信息处理技术、高级人工智能3门研究生课程

工作经历

中国航天科工集团第510研究所

比利时校际微电子研究中心(IMEC)  

百度在线网络技术(北京)有限公司

日本京都大学  

社会兼职

研究方向

数据挖掘、人工智能

获奖情况

科研项目

基于行为定向的电子商务平台展示广告精准投放技术研究    国家自然科学基金委

移动互联网垃圾广告的检测及过滤技术研发    教育部

针对复杂系统仿真模糊不确定性与随机不确定性的评估方法研究    广东省自然科学基金

基于张量分析与迁移计算的电子商务平台用户行为分    广州市科创委

中新国际联合研究院(华南理工大学-南洋理工大学) “人工智能+健康养老技术研究”

发表文章

  1. Siyu Jiang, Yonghui Xu, Tengyun Wang, Haizhi Yang, Shaojian Qiu, Han Yu, Hengjie Song:Multi-Label Metric Transfer Learning Jointly Considering Instance Space and Label Space Distribution Divergence. IEEE Access 7: 10362-10373 (2019)

  2. Qianyu Li, Xiaoli Tang, Tengyun Wang, Haizhi Yang, Hengjie Song:Unifying Task-Oriented Knowledge Graph Learning and Recommendation. IEEE Access 7: 115816-115828 (2019)

  3. Tengyun Wang, Haizhi Yang, Han Yu, Wenjun Zhou, Yang Liu, Hengjie Song:A Revenue-Maximizing Bidding Strategy for Demand-Side Platforms. IEEE Access 7: 68692-68706 (2019)

  4. Pengfei Zhang, Yi Cai, Junying Chen, Wenhao Chen, Hengjie Song:Combining Part-of-Speech Tags and Self-Attention Mechanism for Simile Recognition. IEEE Access 7: 163864-163876 (2019)

  5. Xiaoli Tang, Tengyun Wang, Haizhi Yang, Hengjie Song:AKUPM: Attention-Enhanced Knowledge-Aware User Preference Model for Recommendation. KDD 2019: 1891-1899   

  6. Fei Liu, Siyuan Chen, Monika Heiner, Hengjie Song:Modeling biological systems with uncertain kinetic data using fuzzy continuous Petri nets. BMC Systems Biology 12(4): 63-74 (2018)

  7. Siyu Jiang, Yonghui Xu, Hengjie Song, Qingyao Wu, Michael K. Ng, Huaqing Min, Shaojian Qiu:Multi-instance transfer metric learning by weighted distribution and consistent maximum likelihood estimation. Neurocomputing 321: 49-60 (2018)      

  8. Yonghui Xu, Sinno Jialin Pan, Hui Xiong, Qingyao Wu, Ronghua Luo, Huaqing Min, Hengjie Song: A Unified Framework for Metric Transfer Learning. IEEE Trans. Knowl. Data Eng. 29(6): 1158-1171 (2017)      

  9. Yonghui Xu, Huaqing Min, Hengjie Song, Qingyao Wu: Multi-instance multi-label distance metric learning for genome-wide protein function prediction. Computational Biology and Chemistry 63: 30-40 (2016)   

  10. Qingyao Wu, Mingkui Tan, Hengjie Song, Jian Chen, Michael K. Ng:ML-FOREST: A Multi-Label Tree Ensemble Method for Multi-Label Classification. IEEE Trans. Knowl. Data Eng. 28(10): 2665-2680 (2016)           

  11. Hengjie Song, Yonghui Xu, Huaqing Min, Qingyao Wu, Wei Wei, Jianshu Weng, Xiaogang Han, Qiang Yang, Jialiang Shi, Jiaqian Gu, Chunyan Miao, Toyoaki Nishida: Individual Judgments Versus Consensus: Estimating Query-URL Relevance. ACM TWEB 10(1): 3:1-3:21 (2016)       

  12. Toyoaki Nishida, Masakazu Abe, Takashi Ookaki, Divesh Lala, Sutasinee Thovutikul, Hengjie Song, Yasser F. O. Mohammad, Christian Nitschke, Yoshimasa Ohmoto, Atsushi Nakazawa, Takaaki Shochi, Jean-Luc Rouas, Aurélie Bugeau, Fabien Lotte, Zuheng Ming, Geoffrey Letournel, Marine Guerry, Dominique Fourer: Synthetic Evidential Study as Augmented Collective Thought Process - Preliminary Report. ACIIDS (1) 2015: 13-22          

  13. Xiaogang Han, Wei Wei, Chunyan Miao, Jian-Ping Mei, Hengjie Song:Context-Aware Personal Information Retrieval From Multiple Social Networks. IEEE Comp. Int. Mag. 9(2): 18-28 (2014)

  14. Xiaogang Han, Wenjun Zhou, Xing Jiang, Hengjie Song, Ming Zhong, Toyoaki Nishida: Utilizing URLs Position to Estimate Intrinsic Query-URL Relevance. ICDM 2013: 251-260

  15. Hengjie Song, Ruoxue Liao, Xiangliang Zhang, Chunyan Miao, Qiang Yang:A Mouse-Trajectory Based Model for Predicting Query-URL Relevance. AAAI 2012           

  16. Hengjie Song, Chunyan Miao, Zhiqi Shen, Roel Wuyts, Maja D'Hondt, Francky Catthoor: A probabilistic fuzzy approach to modeling nonlinear systems. Neurocomputing 74(6): 1008-1025 (2011)

  17. Hengjie Song, Chunyan Miao, Zhiqi Shen: Generating True Relevance Labels in Chinese Search Engine Using Clickthrough Data. AAAI 2011

  18. Hengjie Song, Chunyan Miao, Zhiqi Shen, Roel Wuyts, Maja D'Hondt, Francky Catthoor: Design of fuzzy cognitive maps using neural networks for predicting chaotic time series. Neural Networks 23(10): 1264-1275 (2010)           

  19. Hengjie Song, Chunyan Miao, Roel Wuyts, Zhiqi Shen, Francky Catthoor:Implementation of Fuzzy Cognitive Maps Based on Fuzzy Neural Network and Application in Prediction of Time Series. IEEE Trans. Fuzzy Systems 18(2): 233-250 (2010)

  20. Hengjie Song, Chunyan Miao, Zhiqi Shen, Yuan Miao, Bu-Sung Lee:A fuzzy neural network with fuzzy impact grades. Neurocomputing 72(13-15): 3098-3122 (2009)


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