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
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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）
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