决策科学系

许小颖

职称:副教授、博导

所在系:决策科学系

  • 个人简介

    许小颖,新加坡国立大学博士(信息系统与分析专业),管理科学与工程博士后经历,华南理工大学工商管理学院决策科学系副教授、博士生导师,华南理工大学计算机研究所人工智能与区块链研究中心主任。主要研究领域包括个性化推荐、大数据分析、区块链应用等。讲授《管理统计学》(全英)、《金融科技导论》(中文、全英)、《管理创新前沿专题(区块链专题)》和《大数据与数据挖掘》等课程。近年来在国际一流学术期刊(如Information & Management,Journal of the Association for Information Science and Technology,Electronic Commerce Research and Applications,IEEE Transactions on Engineering Management等)和国际顶级学术会议(如International Conference on Information Systems等)上发表20余篇论文,担任国际信息系统会议和亚太信息系统会议的副主编、以及十余个国际一流学术期刊和会议的评审专家。主持国家自然科学基金2项、广东省自然科学基金2项,参与多项企业合作项目和政府咨询项目。


    招收对大数据分析、机器学习、区块链应用领域感兴趣的研究生和博士生,成绩优秀、英语水平较好、有一定编程能力的优先考虑。

  • 工作经历

    2019年9月 - 至今:华南理工大学工商管理学院决策科学系 副教授,博士生导师

    2018年4月 - 至今:(兼职)华南理工大学计算机所人工智能与区块链研究中心 中心主任

    2015年9月 - 2019年8月:华南理工大学工商管理学院决策科学系 助理研究员

    2013年8月 - 2015年6月:新加坡国立大学计算机学院信息系统系 助教

  • 教育经历

    2015年10月 - 2017年10月,华南理工大学,工商管理学院决策科学系,博士后

    2010年08月 - 2015年06月,新加坡国立大学,计算机学院信息系统系,博士

    2006年09月 - 2010年06月,华南理工大学,软件学院,工学学士

  • 获奖、荣誉称号

    1.  华南理工大学教学优秀奖(2019)

    2.  华南理工大学青年教师本科课堂教学竞赛三等奖 (2018)

    3.  工商管理学院本科教学评价前10% (2018)

    4.  工商管理学院本科教学评价前10% (2017)

  • 社会、学会及学术兼职

    审稿人(Reviewer)

    1. 期刊:Information Systems Research (UTD24); INFORMS Journal on Computing(UTD24); Information & Management; Journal of the Association for Information Science and Technology;IEEE Transactions on Knowledge and Data Engineering;IEEE Transactions on Engineering Management;Transactions on Management Information Systems;Internet Research;Electronic Commerce Research; Electronic Commerce Research and Applications; Chinese Management Studies; 系统工程理论与实践


    2. 会议:International Conference On Information Systems (ICIS);International Conference on Information Resources Management (CONF-IRM);Pacific Asia Conference on Information Systems (PACIS);International Conference on Design Science Research in Information Systems and Technology (DESRIST);Workshop on Information Technologies and Systems (WITS);China Summer Workshop on Information Management (CSWIM).


    副主编(Associate Editor)
    International Conference On Information Systems (ICIS)
    Pacific Asia Conference on Information Systems(PACIS)


    组委会成员(Program Commitee Member)
    China Summer Workshop on Information Management (CSWIM) 2017-2022


    中国人工智能技术与管理应用研究会委员;
    广东省互联网协会区块链专业委员委员;
    广东省新基建专业委员会区块链专家组成员

  • 研究领域

    1.  推荐系统

    2.  机器学习

    3.  大数据分析

    4.  区块链应用

  • 科研项目

    纵向项目

    1. 主持国家自然科学基金面上项目:基于区块链的多方协同推荐系统及其激励机制设计研究,2021.01 – 2024.12;

    2. 主持广东省自然科学基金面上项目:基于区块链的推荐系统数据共享机制设计研究,2021.01 – 2023.12;

    3. 主持广州市哲学社会科学发展“十四五”规划课题:广州促进传统产业“上云用数赋智”研究——区块链驱动的产业数据联盟多方协同模式设计,2021.01 – 2022.12;

    4. 主持国家自然科学基金青年基金项目:享乐性与实用性商品的个性化推荐策略与技术研究——基于用户评论大数据驱动的商品特征挖掘,2017.01 – 2019.12;

    5. 主持广东省自然科学基金博士启动项目:移动应用推荐中用户的功能需求和非功能需求研究­——基于大数据下的用户数据挖掘,2016.06 – 2019.06;

    6. 主持中央高校基本科研业务费项目:用户评论大数据驱动的移动应用特征抽取和推荐技术研究,2017-2018.

    横向项目

    1. 中国南方电网有限责任公司电网技术研究中心公开招标项目:基于用电大数据的电量需求预测与经济景气指数研究,2015.11 – 2016.10;

    2. 企业委托项目:基于大数据的儿童行为分析与个性化发展智能服务平台,2016.01 – 2017.01;

    政府与企业咨询

    1. 广东省人力资源与社会保障厅:广东省规模性失业风险预警及应对机制研究

    2. 中国中车集团:基于列控大数据的故障诊断与预测

  • 发表论文

    期刊论文

    1. Hongting Tang, Xiaoying Xu(Corresponding Author), Zhihong Li and Rui Qin, Identifying Contributory Domain Experts in Online Innovation Communities. Electronic Commerce Research (SSCI). Accepted. 2022.

    2. Chunmian Ge, Haoyue Shi, Junhui Jiang, and Xiaoying Xu. Investigating the Demand for Blockchain Talents in the Recruitment Market: Evidence from Topic Modeling Analysis on Job Postings. Information & Management (SCI & SSCI, Q1, FMS B). Online. 2021.

    3. Chunmian Ge, Haoyue Shi, Xiaoying Xu (Corresponding Author) and Junhui Jiang, Assessing Firm Human Capital Based on Labor Mobility Network. IEEE Transactions on Engineering Management (SCI & SSCI, FMS A). Online. 2020.

    4. Zhihong Li, Hongting Tang, Xiaoying Xu (Corresponding Author) and Qing Chen,Knowledge Topic-Structure Exploration for Online Innovative Knowledge Acquisition. IEEE Transactions on Engineering Management (SCI & SSCI, FMS A). Online. 2019.

    5. Xiaoying Xu, Hanlin Qian, Chunmian Ge and Zhijie Lin, Industry Classification with Online Resume Big Data: A Design Science Approach. Information & Management (SCI & SSCI, Q1, FMS B). 2020, 57(5): 103182.

    6. Cheng Suang Heng, Zhijie Lin, Xiaoying Xu, Ying Zhang, and Yixuan Zhao, Human Flesh Search: What Did We Find?. Information & Management (SCI & SSCI, Q1, FMS B). 56 (2019) 476–492. 2019. *All authors contribute equally to the work.

    7. Xiaoying Xu, Kaushik Dutta, Anindya Datta, and Chunmian Ge, Identifying Functional Aspects from User Reviews for Functionality-Based Mobile App Recommendation, Journal of the Association for Information Science and Technology (SCI & SSCI, Q1, FMS A).  Vol. 69, No. 2, pp. 242-255, 2018.

    8. Xiaoying Xu, Kaushik Dutta, and Chunmian Ge , Do Adjective Features from User Reviews Address Sparsity and Transparency in Recommender Systems, Electronic Commerce Research and Applications (SCI & SSCI, Q2), Vol. 29, May-June 2018, pp.113-123, 2018.

    9. Zhihong Li, Yining Song, and Xiaoying Xu (Corresponding Author), Incorporating Facial Attractiveness in Photos for Online Dating Recommendation, Electronic Commerce Research (SSCI), 19 (2019) 285–310, 2019

    10. 李志宏, 王丽萍, 吴岚腾, 许小颖(通讯作者) . 虚拟货币的分类及演变过程[J]. 中国科学基金(北大核心), 2021, 35(04), 627-635.

    11. 李志宏,梁远鹏,许小颖. 基于联盟链的利率互换交易平台研究[J].武汉金融(北大核心),2020,01:43-48

    12. 许小颖,陈熙,陈源,谢永靖.区块链在个性化推荐系统中的应用研究综述[J/OL].大数据(科技核心). 2022.

    13. 李志宏,杨丽平,许小颖(通讯作者).基于区块链的虚拟知识社区内容生产投机行为仿真及治理对策研究[J].情报工程(科技核心),2021,7(06):112-125.

    会议论文

    1. Yongjing Xie, Zhihong Li, and Xiaoying Xu (Corresponding Author). Addressing Wealth Inequality Problem in Blockchain-Enabled Knowledge Community with Reputation-Based Incentive Mechanism. In The 21th International Conference on Electronic Business (ICEB). Hongkong, Dec. 3-7, 2021.

    2. Zhihong Li, Guihong Qiao, and Xiaoying Xu (Corresponding Author), Blockchain-Based Cross-Border B2B E-Commerce System for Inter-Platform Trust, in Proceedings of International Conference on Electronic Commerce (ICEC). July 3-5, 2019. Busan, Korea. Best innovative research paper runner-up.

    3. Xiaoying Xu, Kaushik Dutta, and Chunmian Ge, Blockchain-Enabled Data Sharing in Recommender Systems, in Proceedings of Workshop on Information Technologies and Systems (WITS). Dec. 16-18, 2018. Santa Clara, CA, USA.

    4. Xiaoying Xu, Hanlin Qian, and Chunmian Ge. “Industry Classification Based on Labor Mobility Network Mining”, in Proceedings of  International Conference on Information Resources Management (CONF-IRM). Jun. 4-6, 2018. Ningbo, China.

    5. Xiaoying Xu, Fang Fang, Kaushik Dutta and Anindya Datta. “A Hybrid Recommendation Model by Applying Bayesian Network to User Ratings and Tags”, in Proceedings of Workshop on Information Technologies and Systems (WITS), 2014.

    6. Xiaoying Xu, Kaushik Dutta and Anindya Datta. “Functionality-Based Mobile App Recommendation by Identifying Aspects from User Reviews”, in Proceedings of  International Conference on Information Systems (ICIS), 2014.

    7. Xiaoying Xu, Kaushik Dutta and Anindya Datta. “Using Critic Reviews to Boost New Item Recommendation”, in Proceedings of  International Conference on Information Systems (ICIS), 2013.

    8. Xiaoying Xu, Anindya Datta and Kaushik Dutta. “Using Adjective Features from User Reviews to Generate Higher Quality and Explainable Recommendations”, in Shaping the Future of ICT Research. Methods and Approaches (2012), A. Bhattacherjee and B. Fitzgerald (Eds.), Springer Berlin Heidelberg. 389: 18-34.

    9. Xiaoying Xu, Hadi Amiri, Yang Bao, Anqi Cui, Anindya Datta and Fang Fang*. “NUSIS at TREC 2011 Microblog Track: Refining Query Results with Hashtags”, in Proceedings of the Text Retrieval Conference (TREC), 2011. *All authors contribute equally to the work.

  • 教学活动

    1.  管理统计学(全英)

    2.  金融科技导论(中文,全英)

    3.  管理创新前沿专题(区块链管理应用)

    4.  大数据与数据挖掘

    5.  区块链与数字经济(专题)

    6.  大数据时代的个性化推荐(专题)

    7.  区块链与金融应用(专题)

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