孙建成

出生日期：1973.09

职称：教授

Email：sunjc@jxufe.edu.cn

研究方向：人工智能、机器学习、时间序列分析以及时间序列的复杂网络分析

 

个人简介：多年来一直从事机器学习、时间序列分析以及复杂网络等方面的理论及其应用研究，对复杂网络构建、时间序列中的建模以及预测做了深入的研究，对机器学习理论理解深刻，已发表和录用相关论文50余篇，其中包括IEEE Trans. Neural Network and Learning System, IEEE Trans. Systems, Man and Cybernetics: Systems, Pattern Recognition, Information Sciences, Neurocomputing, IEICE Transactions on Information and Systems, IET Electronics Letters以及Chinese Physics B等。入选江西省百千万人才，以及江西省青年科学家（井冈之星）培养计划。申请人目前是IEEE高级会员，日本电子情报通信协会（IEICE）会员，是IEEE Trans. Neural Networks，Neurocomputing，Pattern Recognition Letters，IEICE Trans. on Info. and Sys.等国际知名期刊审稿人。作为项目负责人先后承担和完成了10项省部级以上研究课题，其中包括国家自然科学基金3项（面上，青年以及地区各一项）、中国博士后特别资助计划1项、中国博士后基金1项、江西省自然科学基金2项以及江西省教育厅科技计划重点项目2项等。

 

部分研究成果：

（1） Jiancheng Sun,Yong Yang, Neal N. Xiong, Liyun Dai, Xiangdong Peng, Jianguo Luo, Complex Network Construction of Multivariate Time Series Using Information Geometry, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2019, 49(1):107~122. (SCI, IF: 7.351)

（2） J. Sun, Y. Yang, Y. Liu, C. Chen, W. Rao, and Y. Bai, Univariate time series classification using information geometry, Pattern Recognition, vol. 95, pp. 24–35, Nov. 2019. (SCI, IF: 5.898)

（3） J. Sun, Complex Network Construction of Univariate Chaotic Time Series Based on Maximum Mean Discrepancy, Entropy, vol. 22, no. 2, p. 142, Jan. 2020. (SCI, IF: 2.419)

（4） Yong Yang, Lei Wu, Shuying Huang, Jiancheng Sun, Weiguo Wan, Jiahua Wu, Remote Sensing Image Fusion Based on Fuzzy Logic and Salience Measure, IEEE Geoscience and Remote Sensing Letters, 2018. (SCI, IF: 3.534)

（5） Jiancheng Sun, Chongxun Zheng, Xioahe Li, Yatong Zhou. Analysis of the Distance between Two Classes for Tuning SVM Hyperparameters. IEEE Transactions on Neural Networks and Learning Systems, vol.21, no.2, 2010, pp.305-318. (SCI:, IF: 11.683）

（6） Jiancheng Sun, Chongxun Zheng, Xioahe Li, Yatong Zhou. Scaling the Kernel Function based on the Separating Region in Input Space: A Data-dependent Way to Improve the Performance of Kernel Methods. Information Sciences, vol.184, no.1, 2012, pp.140-154 (SCI，IF:5.524）

（7） Jiancheng Sun, Chongxun Zheng, Yatong Zhou, Yaohui Bai, Jianguo Luo，Nonlinear Noise Reduction of Chaotic Time Series Based on Multi-dimensional Recurrent Least Squares Support Vector Machines. Neurocomputing，vol.71:3675-3679, 2008. (SCI:, IF: 4.072)

（8） Jiancheng Sun. Clustering multivariate time series based on Riemannian manifold. Electronics Letters, vol.52, no.19, 2016, pp.1607-1609. (SCI, IF:1.343)

（9） Jiancheng Sun. Noise reduction in chaotic multi-dimensional time series using dictionary learning. Electronics Letters, vol.50, no.22, 2014, pp.1635-1636. (SCI, IF: 1.343)

（10） Jiancheng Sun. Multiscale complex network constructed from chaotic time series. Electronics Letters, vol.49, no.17, 2013, pp.1078-1079. (SCI, IF: 1.343)

（11） Jiancheng Sun. Complex Networks from Chaotic Time Series on Riemannian Manifold. Chinese Physics Letters, vol.33, no.10, 2016, pp.100503. (SCI, IF:1.066)

（12） Jiancheng Sun, Chongxun Zheng, Xiaohe Li. Distance between two classes: a novel kernel class separability criterion, IEICE Transactions on Information and Systems, Vol. E92-D No.7:1397-1400, 2009. (SCI:, IF: 0.576)

（13） Jiancheng Sun. Chaotic behaviour learning of the Chua’s circuit. Chinese Physics B, vol.21, no.10, 2012, pp.100502-1-100502-7. (SCI, IF:1.469)

（14） Jiancheng Sun, Yaohui Bai, Jianguo Luo, and Jianwu Dang. Modelling of a Chaotic Time Series Using a Modified Minimax Probability Machine Regression, Chinese Journal of Physics, 47(4):491-501, 2009. (SCI, IF:2.544)