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许小颖

职称:副教授、硕导

所在系:决策科学系

  • 研究生招生

    招收管理、数学、计算机相关专业的学术型研究生,要求:1. 对大数据分析,人工智能,区块链应用感兴趣,具有一定的数据分析处理能力;2. 具有较高的学习热情和较强的学习能力;3. 具有一定的英语读写能力;4. 热爱运动,热爱美食,热爱生活 :-)

  • 教育背景

    新加坡国立大学(NUS)

    信息系统系   新加坡

    博士  2010.08 - 2015.06


    十博最佳体育

    App学院  广州

    工学学士  2006.09 - 2010.07

  • 研究兴趣

    1.  推荐系统

    2.  机器学习

    3.  大数据分析

    4.  区块链应用

  • 主讲课程

    1.  管理统计学(全英)

    2.  金融科技导论(中文,全英)

    3.  区块链技术基础与应用(MBA)

  • 论文

    期刊论文

    1. 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). Accepted. 2019.

    2. 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). Online. 2019.

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

    4. 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).  Vol. 69, No. 2, pp. 242-255, 2018.

    5. 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.

    6. 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

    会议论文

    1. 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), 2019. Best innovative research paper runner-up.

    2. Xiaoying Xu, Kaushik Dutta, and Chunmian Ge, Blockchain-Enabled Data Sharing in Recommender Systems, in Proceedings of Workshop on Information Technologies and Systems (WITS), 2018

    3. 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), 2018.

    4. 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.

    5. 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.

    6. 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.

    7. 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.

    8. 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.

    Working Papers

    1. Assessing Firms' Human Capital Based on Labor Mobility Network (SCI / SSCI). Minor Revision.

    2. Boosting Cross-Platform Data Sharing Using Blockchain and Smart Contract.

    3. Adapting LSTM for Recruitment Recommender System.

    4. Can Image Assist in Finding Good Answers?A Deep Topic Model for Evaluating Image-Text Matching in Question Answering Sites.

    5. An Unified Model of Product Purchase and Return Based on ELMO.

    6. Cryptocurrency Classification Based on Heterogeneous Network Embedding.

  • 近期学术服务

    审稿人

    1. 期刊: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;

    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).

    Program Commitee Member

    China Summer Workshop on Information Management (CSWIM) 2017, 2018, 2019.

  • 主持或参与的主要项目

    纵向项目

    1. 主持国家自然科学基金项目: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;

    2. 主持广东省自然科学基金项目: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;

    3. 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企业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

  • 社会兼职(Social Appointments)

    1. 华工中云区块链技术应用研发中心:中心主任

    2. 广东智安科技有限企业:专家顾问

  • 部分荣誉与奖励

    1. 十博最佳体育青年教师本科课堂教学竞赛三等奖 (2018)

    2. 十博最佳体育全校全英教学评价前30% (2018)

    3. 工商管理学院本科教学评价前30% (2019)

    4. 工商管理学院本科教学评价前10% (2018)

    5. 工商管理学院本科教学评价前10% (2017)

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