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个人简介

教育背景 2005/9–2009/7,北京交通大学,信息与计算科学,学士 2009/9–2012/7,北京交通大学,概率论与数理统计,硕士,导师:商朋见 教授 2012/9–2015/7,北京交通大学,统计学,博士,导师:商朋见 教授 2013/9-2014/8,美国哈佛大学,哈佛医学院,Center of Dynamical Biomarkers,博士联合培养,指导导师:Chung-Kang Peng 工作经历 2015/6-2017/6,北京交通大学,计算机科学与技术系,博士后,合作导师:林友芳 教授 2017/7-2018/12,北京交通大学,计算机科学与信息技术学院,讲师,硕士生导师 2019/1-至今,北京交通大学,计算机科学与信息技术学院,副教授,博士生导师

研究领域

机器学习与认知计算 人工智能及应用 数据与知识工程 计算机技术(专业学位) 软件工程(专业学位) 人工智能技术(专业学位)

科研项目 主持: 1. 国家经济安全预警工程北京实验室项目,基于大数据的国家经济时序异常行为检测方法研究,2019-2020,在研; 2. 中国航信企业委托研究项目,面向民航业务系统运维的多重周期时间序列数据异常检测方法研究,2019-2020,在研; 3. 国家自然科学基金青年基金项目,基于非均匀嵌入理论的多变量信号复杂性与递归性研究,2017-2019,在研; 4. 北京交通大学人才基金项目,时间序列动态特征的定量刻画及其应用,2018-2020,在研; 5. 中央高校基本科研业务费项目,非平稳时序的复杂动态性理论研究及其应用,2016-2017,结题; 6. 中国博士后基金项目,非平稳信号的复杂度和递归性研究及其应用,2015-2017,结题。 参与: 1. 红果园国家级"四总部",基于时序数据模型的船舶设备异常检测与健康评估技术研究,2019-2022,在研; 2. 教育部-中国移动科研基金项目,实时交通准确率提升,2019-2020,在研; 3. 国家自然科学基金“重点”项目,面向社会热点事件感知的异构多源社会媒体大数据分析,2019-2023,在研; 4. 国家自然科学基金“面上”项目,非平稳信号高阶矩的多尺度大偏差谱研究,2018-2021,在研; 5. 中国航信企业委托研究项目,航信数据中心服务器应用网络发现及结构与健康分析系统,2016-2021,在研; 6. 中国航信企业委托研究项目,事件对民航需求的影响及预测模型研究项目,2015-2017,结题

近期论文

查看导师新发文章 (温馨提示:请注意重名现象,建议点开原文通过作者单位确认)

论文/期刊 Ziyu Jia, Youfang Lin, Jing Wang*, Kaixin Yang, Tianhang Liu and Xinwang Zhang, MMCNN: A Multi-branch Multi-scale Convolutional Neural Network for Motor Imagery Classification, The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD 2020) (CCF B, Accepted) Ziyu Jia, Youfang Lin, Yunxiao Liu, Zehui Jiao, and Jing Wang*, Refined nonuniform embedding for coupling detection in multivariate time series, Physical Review E 101 (2020) 062113.(SCIE-An2) Ziyu Jia, Youfang Lin, Jing Wang*, Ronghao Zhou, Xiaojun Ning, Yuanlai He, Yaoshuai Zhao, GraphSleepNet: Adaptive Spatial-Temporal Graph Convolutional Networks for Sleep Stage Classification, International Joint Conference on Artificial Intelligence(IJCAI 2020, CCF A, Accepted) 贾子钰; 林友芳; 张宏钧; 王晶*, 基于深度卷积神经网络的睡眠分期模型, 浙江大学学报(工学版) (EI-An5) Ziyu Jia, Youfang Lin, Zehui Jiao, Yan Ma, Jing Wang*, Detecting Causality in Multivariate Time Series via Non-Uniform Embedding, Entropy 21(12) (2019): 1233. (SCIE-An3) Lei Wang, Youfang Lin, Jing Wang*, A RR interval based automated apnea detection approach using residual network, Computer methods and programs in biomedicine 176 (2019): 93-104. (SCIE-An3) Jiayi He, Pengjian Shang, Jing Wang*, A complexity measure for heart rate signals, Physica A: Statistical Mechanics and its Applications 533 (2019) 122054. (SCIE-An3) Yunxiao Liu, Youfang Lin, Jing Wang*, Pengjian Shang, Refined generalized multiscale entropy analysis for physiological signals, Physica A: Statistical Mechanics and its Applications 490 (2018) 975-985. (SCIE-An3) Hui Xiong, Pengjian Shang, Jianan Xia, Jing Wang, Time irreversibility and intrinsics revealing of series with complex network approach, Physica A: Statistical Mechanics and its Applications, 499 (2018) 241-249. (SCIE-An3) Xuegeng Mao, Pengjian Shang, Jing Wang and Yan Ma, Characterizing time series by extended complexity-entropy curves based on Tsallis, Rényi, and power spectral entropy, Chaos: An Interdisciplinary Journal of Nonlinear Science 28, 113106 (2018). (SCIE-An1) Liangjie Wei, Youfang Lin, Jing Wang*, Yan Ma, Time-Frequency Convolutional Neural Network for Automatic Sleep Stage Classification Based on Single-Channel EEG, 29th International Conference on Tools with Artificial Intelligence (ICTAI), Boston, MA, USA, 2017.11.06-11.08. (CCF-C会议) Jing Wang, Pengjian Shang, Wenbin Shi, Xingran Cui, Dissimilarity Measure Based on Ordinal Pattern for Physiological signals. Communications in Nonlinear Science and Numerical Simulation 37 (2016) 115-124.(SCIE-An1) Jianan Xia, Pengjian Shang, Jing Wang, Wenbin Shi. Permutation and weighted-permutation entropy analysis for the complexity of nonlinear time series. Communications in Nonlinear Science and Numerical Simulation 2016, 31(1): 60-68.(SCIE-An1) Zhihao Wu, Youfang Lin, Jing Wang, Steve Gregory. Efficient Link Prediction with Node Clustering Coefficient. Physica A: Statistical Mechanics and its Applications. 452(15): 1-8, 2016. (SCIE-An3) Wenbin Shi, Pengjian Shang, Jing Wang, Large deviations estimates for the multiscale analysis of traffic speed time series, Physica A: Statistical Mechanics and its Applications 421 (2015) 562-570.(SCIE-An3) Jing Wang, Pengjian Shang, Jianan Xia, Wenbin Shi, EMD based refined composite multiscale entropy analysis of complex signals, Physica A: Statistical Mechanics and its Applications 421 (2015) 583-593.(SCIE-An3) Jing Wang, Pengjian Shang, Xingran Cui, Multiscale multifractal analysis of traffic signals to uncover richer structures, Physical Review E 89 (2014) 032916.(SCIE-An2) Jing Wang, Pengjian Shang, Aijing Lin, Yuechen Chen, Segmented Inner Composition Alignment to detect coupling of different subsystems, Nonlinear Dynamics 76 (2014) 1821-1828. (SCIE-An1) Xiaojun Zhao, Pengjian Shang, Jing Wang, Measuring the asymmetric contributions of individual subsystems, Nonlinear Dynamics 78:2 (2014) 1149-1158. (SCIE-An1) Wenbin Shi, Pengjian Shang, Jing Wang, Aijin Lin, Multiscale multifractal detrended cross-correlation analysis of financial time series, Physica A: Statistical Mechanics and its Applications 403 (2014) 35-44.(SCIE-An3) Jianan Xia, Pengjian Shang, Jing Wang, Wenbin Shi, Classifying of financial time series based on multiscale entropy and multiscale time irreversibility, Physica A: Statistical Mechanics and its Applications 400 (2014) 151-158. (SCIE-An3) Jing Wang, Pengjian Shang, Keqiang Dong, Effect of linear and nonlinear filters on multifractal analysis, Applied Mathematics and Computation 224 (2013) 337-345. (SCIE-An2) Jing Wang, Pengjian Shang, Xiaojun Zhao, Jianan Xia, Multiscale entropy analysis of traffic time series, International Journal of Modern Physics C 24:2 (2013) 1350006.(SCIE-An3) Xiaojun Zhao, Pengjian Shang, Jing Wang, Measuring information interactions on the ordinal pattern of stock time series, Physical Review E 87 (2013) 002800.(SCIE-An2) Jianan Xia, Pengjian Shang, Jing Wang, Estimation of local scale exponents for heartbeat time series based on DFA, Nonlinear Dynamics 74:4 (2013) 1183-1190. (SCIE-An2) Jing Wang, Pengjian Shang, Weijie Ge, Multifractal Cross-Correlation Analysis Based on Statistical Moments, Fractals 20:3 (2012) 271-279. (SCIE-An2,ESI高被引论文) Xiaojun Zhao, Pengjian Shang, Chuang Zhao, Jing Wang, Rui Tao, Minimizing the trend effect on detrended cross-correlation analysis with empirical mode decomposition, Chaos, Solitons & Fractals 45 (2012) 166–173.(SCIE-An3) Chongfeng Xue, Pengjian Shang, Jing Wang, Multifractal detrended cross-correlation analysis of BVP model time series, Nonlinear Dynamics 69 (2012) 263-273.(SCIE-An1) Jing Wang, Pengjian Shang, Xiaojun Zhao, A New Traffic Speed Forecasting Method Based On Bi-pattern Recognition, Fluctuation and Noise Letters 10:1 (2011) 59-75. (SCIE-An4)

学术兼职

IEEE member; 中国计算机学会专业会员; 中国人工智能学会协会会员; 国际学术期刊审稿人: Journal of Medical Internet Research IEEE Transactions on Biomedical Engineering IEEE Transactions on Neural Systems & Rehabilitation Engineering Computers in Biology and Medicine Physica A: Statistical Mechanics and Its Applications

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