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服务平台首页>协同创新>专家库>专家详情

宋恒杰(教授)

所属单位:华南理工大学软件学院

担任职务:教授

擅长领域:

联系方式:020-39380258 邮箱:登录后查看

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。

主要成就

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)