教师个人信息

张晓航(博导)
    性别:
    职务: 经济管理学院副院长
    所属部门: 管理科学与工程
    学科领域: 信息管理与信息系统
    电子邮件: zhangxiaohang@bupt.edu.cn
【教育背景】
北京邮电大学 经济管理学院 管理科学与工程专业 博士

【教授课程】
应用统计学、Business Statistics and Forecasting、数据挖掘与商务智能

【工作简历】
2003.10-至今 北京邮电大学 经济管理学院 讲师、副教授、教授
2015.08-2017.08 美国密歇根大学(安娜堡)统计系 博士后

【研究方向】
数据挖掘与商务智能、风险建模、机器学习解释、网络大数据分析

【研究项目】
[1]    国家自然科学基金面上项目“社会网络骨干结构及关键节点识别研究”-2014-2017 (主持)
[2]    国家自然科学基金青年基金项目“社会网络环境下的客户行为预测模型研究”-2009~2011(主持)
[3]    教育部新世纪优秀人才计划项目“复杂网络骨干结构概念模型及识别方法研究”-2013~2015 (主持)
[4]    IBM国际合作项目“基于复杂网络信息动力学模型和数据挖掘技术相结合通信行业客户行为预测模型研究”2009-2010(主持)
[5]    北邮青年科技创新计划专项“社会化商务中的行为决策机制与实验平台研究”–2014~2016(主持)
[6]    应急管理部信息研究院项目“煤矿远程监察数据模型研究”-2020(主研)
[7]    美国密歇根大学-福特信用公司联合研究项目“机器学习模型超参数优化及解释研究” -2016(主研)
[8]    美国密歇根大学-福特信用公司联合研究项目“信用集中风险建模研究” -2015(主研)
[9]    北京市自然科学基金“基于企业画像的北京市小微企业信用评级模型研究”-2016(主研)
[10]    国家自然科学基金“企业面向消费者的微博沟通及其对品牌态度的影响机理研究”-2013(主研)
[11]    教育部人文社科项目“基于舆论动力学的在线点评观点演化建模和企业评论管理策略研究”2013-2015(主研)
[12]    中国电信集团公司“客户服务行为洞察分析研究”2013(主研)
[13]    国家自然科学基金“企业面向消费者的微博沟通及其对品牌态度的影响机理研究”2013-2015(主研)
[14]    教育部人文社科项目“基于社会网络分析的虚拟社区营销策略研究”2011-2013(主研)

【研究成果】
[1]    Xiaohang Zhang, Yuan Wang, Zhengren Li. Interpreting the black box of supervised learning models: Visualizing the impacts of features on prediction. Applied Intelligence (In Press). (SCI)
[2]    Xiaohang Zhang, Ling Wu, Zhengren Li. Local Interpretation of Supervised Learning Models based on High Dimensional Model Representation. Information Sciences, 561, 2021. (SCI)
[3]    Xiaohang Zhang, Ling Wu, Zhengren Li, Huayuan Liu. A robust method to measure the global feature importance of complex prediction models. IEEE Access, 9, 2021. (SCI)
[4]    Xiaoahng Zhang, Fengmin Wu, Zhengren Li. Application of convolutional neural network to traditional data. Expert Systems with Applications, 168, 2021. (SCI)
[5]    Xiaohang Zhang, Jiuyi Gao. Measuring feature importance of convolutional neural networks. IEEE Access, 8, 2020 (SCI)
[6]    李征仁,张晓航,王光辉,石东海,石文华. 基于Pareto/NBD的用户价值预测模型研究. 北京邮电大学学报(社会科学版),  2020年3期.
[7]    高茹月,王琦,张晓航. 多维评分系统下口碑离散度对消费者购买意愿的影响. 管理评论, 2020年6期. (CSSCI)
[8]    Zhengren Li, Xiaohang Zhang, Yanyu Wang, Xin Su. Predicting the sequential behavior of mobile Internet users based on MSM model. International Journal of Market Research, 62(6), 2019 (SSCI)
[9]    Yu Du, Xiaohang Zhang, Zhengren Li, Ling Wu. Investment performance measurement of new generation mobile communication networks based on dynamic DEA model. EURASIP Journal on Wireless Communications and Networking. 1, 2019. (SCI)
[10]    Xiaohang Zhang, SuBang Choe, Ji Zhu, Jill Bewick. Modeling dependent risk factors with CreditRisk+. Journal of Credit Risk. 14 (2), 2018. (SSCI)
[11]    Xiaohang Zhang, Yu Du, Zhengren Li, Qi Wang. Analyzing the Operational Performance Migration of Telecom Operators. China Communications. 6, 2018. (SCI)
[12]    Qi Wang, Yunxia Mao, Ji Zhu, Xiaohang Zhang. Receiver responses to referral reward programs in social networks. Electronic Commerce Research. 18 (3), 2018. (SSCI)
[13]    Qi Wang, Yan Sun, Ji Zhu, Xiaohang Zhang. The impact of uncertain rewards on customers’ recommendation intention in social networks. Internet Research. 28 (1), 2018. (SSCI)
[14]    Xiaohang Zhang, Huiyuan Cui, Ji Zhu, Yu Du, Qi Wang, Wenhua Shi. Measuring the dissimilarity of multiplex networks: An empirical study of international trade networks. Physica A: Statistical Mechanics and its Applications, 467, 2017. (SCI/SSCI)
[15]    Qi Wang, Lin Wang, Xiaohang Zhang, Yunxia Mao, Peng Wang. The impact research of online reviews’ sentiment polarity presentation on consumer purchase decision. Information Technology & People, 30(3), 2017. (SSCI)
[16]    Xiaohang Zhang, Cenyue Wang, Zhengren Li, Ji Zhu, Wenhua Shi, Qi Wang. Exploring the sequential usage patterns of mobile Internet services based on Markov models. Electronic Commerce Research and Applications, 17, 2016. (SCI/SSCI)
[17]    Wenhua Shi, Lingshu Tang, Xiaohang Zhang, Yu Gao, Yameng Zhu. How does word of mouth affect customer satisfaction? Journal of Business & Industrial Marketing, 31(3), 2016. (SSCI)
[18]    Xiaohang Zhang, Zecong Zhang, Han Zhao, Qi Wang, Ji Zhu. Extracting the globally and locally adaptive backbone of complex networks. Plos One 9(6), 2014. (SCI)
[19]    Xiaohang Zhang, Ji Zhu, Qi Wang, Han Zhao. Identifying influential nodes in complex networks with community structure, Knowledge-Based Systems, 42, 2013. (SCI/SSCI)
[20]    Xiaohang Zhang and Ji Zhu. Skeleton of weighted social network, Physica A: Statistical Mechanics and its Applications, 392 (6), 2013. (SCI/SSCI)
[21]    Wenhua Shi, Xiaohang Zhang, Xue Gong, Tingjie Lv. Identifying fake and potential corporate members in telecommunication operators. China Communications, 10(8), 2013. (SCI)
[22]    Zhengren Li, Tingjie Lv, Wenhua Shi, Xiaohang Zhang. Predicting the scale of information diffusion in social network services. The Journal of China Universities of Posts and Telecommunications, 20, 2013.
[23]    Wenhua Shi, Yu Du and Xiaohang Zhang. Exploring Enterprise Performance Indicators Network: A Case Study in China Telecommunication Industry, China Communications, 9 (12), 2012. (SCI)
[24]    Xiaohang Zhang, Ji Zhu, Shuhua Xu, and Yan Wan. Predicting customer churn through interpersonal influence, Knowledge-Based Systems, 28, 2012. (SCI/SSCI)
[25]    Xiaohang Zhang, Jiaqi Liu, Yu Du, and Tingjie Lv. A novel clustering method on time series data, Expert Systems with Applications, 38(9), 2011. (SCI)
[26]    Xiaohang Zhang, Jun wu, Xuecheng Yang and Tingjie Lv. A Novel Pattern Extraction Method for Time Series Classification, Optimization and Engineering, 10 ( 2), 2009. (SCI)

【获奖信息】
2019年中国技术经济学会优秀成果三等奖。
【社会兼职】
担任Knowledge-Based Systems、Expert Systems with Applications、Applied Intelligence、Physical A、北京邮电大学学报等期刊审稿人
 
 
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