Journal Papers (Selected)

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  1. Yunfei Zheng, Badong Chen*, Shiyuan Wang, Weiqun Wang, Broad Learning System Based on Maximum Correntropy Criterion. To appear in IEEE Trans. Neural Networks and Learning Systems.

  2. Lujuan Dang, Badong Chen*, Shiyuan Wang, Wentao Ma, Pengju Ren, Robust Power System State Estimation with Minimum Error Entropy Unscented Kalman Filter. To appear in IEEE Trans. on Instrumentation & Measurement.

  3. Yuqing Xie, Yingsong Li, Yuantao Gu, Jiuwen Cao, Badong Chen*, Fixed-Point Minimum Error Entropy with Fiducial Points. To appear in IEEE Trans. on Signal Processing

  4. Yicong He, Fei Wang, Shiyuan Wang, Badong ChenDiffusion Adaptation Framework for Compressive Sensing Reconstruction. To appear in Signal Processing.

  5. Siyuan Peng, Wee Ser, Badong Chen, Zhiping Lin, Robust Orthogonal Nonnegative Matrix Tri-Factorization for Data Representation. To appear in Knowledge-Based Systems.

  6. Lei Xing, Badong Chen*, Jianji Wang, Shaoyi Du, Jiuwen Cao, Robust High-Order Manifold Constrained Low Rank Representation for Subspace Clustering. To appear in IEEE Transactions on Circuits and Systems for Video Technology.

  7. Chengzhu Yang, Yuantao Gu, Badong Chen, Hongbing Ma, H. C. So, Two-Dimensional Learned Proximal Gradient Algorithm for Fast Sparse Matrix Recovery. To appear in  IEEE Transactions on Circuits and Systems II: Express Briefs.

  8. Weiqun Wang, Weiguo Shi, Zengguang Hou, Badong Chen, Xu Liang, Shixin Ren, Jiaxing Wang, Liang Peng, Prediction of Human Voluntary Torques Based on Collaborative Neuromusculoskeletal Modeling and Adaptive Learning. To appear in IEEE Transactions on Industrial Electronics.

  9. Hao Wu, Ziyu Zhu, Jiayi Wang, Nanning Zheng, Badong Chen*, An encoding framework with brain inner state for natural image identification. To appear in IEEE Transactions on Cognitive and Developmental Systems

  10. Zhengda Qin, Badong Chen*, Nanning Zheng, Jose C. Principe, Augmented Space Linear Models. IEEE Transactions on Signal Processing, 68, 2724-2738, 2020. 

  11. Yulong Huang, Guangle Jia, Badong Chen, Yonggang Zhang, A New Robust Kalman Filter with Adaptive Estimate of Time-Varing Measurement Bias. To appear in IEEE Signal Processing Letters.

  12. Wanlu Shi, Yingsong Li, Badong Chen, A Separable Maximum Correntropy Adaptive Algorithm. To appear in  IEEE Transactions on Circuits and Systems II: Express Briefs.

  13. Yingying Zhu, Haiquan Zhao, Xiangping Zeng, Badong Chen, Robust Generalized Maximum Correntropy Criterion Algorithms for Active Noise Control. To appear in IEEE/ACM Transactions on Audio, Speech and Language Processing. 

  14. Chengzhu Yang, Yuantao Gu, Badong Chen, Hongbing Ma, H. C. So, Learning Proximal Operator Methods for Nonconvex Sparse Recovery with Theoretical Guarantee. To appear in IEEE Transactions on Signal Processing.

  15. Zhuang Li, Lei Xing, Badong Chen*, Adaptive Filtering with Quantized Minimum Error Entropy Criterion, Signal Processing, 172 (2020), 107534.

  16. Badong Chen, Lujuan Dang, Yuantao Gu, Nanning Zheng, Jose C. Principe, Minimum Error Entropy Kalman Filter. To appear in IEEE Transactions on Systems, Man and Cybernetics: Systems.

  17. Siyuan Peng, Wee Ser, Badong Chen, Lei Sun, Zhiping Lin, Robust Nonnegative Matrix Factorization with Local Coordinate Constraint for Image Clustering. Engineering Applications of Artificial Intelligence. 88, 103354, 2020.

  18. Lei Xing, Badong Chen*, Shaoyi Du, Yuantao Gu, Nanning Zheng, Correntropy Based Multi-view Subspace Clustering. To appear in IEEE Transactions on Cybernetics.

  19. Yi Yu, Hongsen He, Badong Chen, Jianghui Li, Youwen Zhang, Lu Lu, M-estimate Based Normalized Subband Adaptive Filter Algorithm: Performance Analysis and Improvements. IEEE/ACM Transactions on Audio, Speech and Language Processing. 28, pp. 225-239, 2019.

  20. Jie Yang, Jiuwen Cao, Tianlei Wang, Anke Xue, Badong Chen, Regularized correntropy criterion based semi-supervised ELM. Neural Networks, 122, 117-129, 2020.

  21. Yicong He, Fei Wang, Yingsong Li, Jing Qin, Badong Chen, Robust Matrix Completion via Maximum Correntropy Criterion and Half Quadratic Optimization. IEEE Transactions on Signal Processing, 68, pp. 181-195, 2019.

  22. Yun Zhao, Zejian Yuan, Badong ChenAccurate Pedestrian Detection by Human Pose Regression. IEEE Transactions on Image Processing, 29, pp.1591-1605, 2019.

  23. Nan Zhou, Badong Chen, Yuanhua Du, Tao Jiang, Jun Liu, Yangyang Xu, Maximum Correntropy Criterion based Robust Semi-supervised Concept Factorization for Image Representation. To appear in IEEE Transactions on Neural Networks and Learning Systems.

  24. Yang Yang, Dandan Fan, Shaoyi Du, Muyi Wang, Badong Chen, Yue Gao, Point Set Registration with Similarity and Affine Transformations Based on Bidirectional KMPE Loss. To appear in IEEE Transactions on Cybernetics.

  25. Zhengda Qin, Badong Chen*, Yuantao Gu, Nanning Zheng, Jose C. Principe, Probability Density Rank Based Quantization for Convex Universal Learning Machines. To appear in  IEEE Transactions on Neural Networks and Learning Systems.

  26. Chengzhu Yang, Xinyue Shen, Hongbing Ma, Badong Chen, Yuantao Gu, H. C. So, Weakly Convex Regularized Robust Sparse Recovery Methods with Theoretical Guarantees. IEEE Transactions on Signal Processing, 67(19), pp. 5046-5061, 2019.

  27. Yun Zhao, Zejian Yuan, Badong ChenTraining Cascade Compact CNN with Region-IoU for Accurate Pedestrian Detection. To appear in  IEEE Transactions on Intelligent Transportation Systems.

  28. Badong Chen, Lei Xing, Haiquan Zhao, Shaoyi Du, Jose C. Principe, Effects of Outliers on the Maximum Correntropy Estimation: A Robustness Analysis. To appear in  IEEE Transactions on Systems, Man and Cybernetics: Systems.

  29. Badong Chen, Xin Wang, Yingsong Li, Jose C. Principe, Maximum Correntropy Criterion with Variable Center. IEEE Signal Processing Letters, 26 (8), 1212-1216, 2019. (See also https://arxiv.org/abs/1904.06501)

  30. Lujuan Dang, Badong Chen*, Shiyuan Wang, Yuantao Gu, Jose C.Principe,  Kernel Kalman Filtering with Conditional Embedding and Maximum Correntropy Criterion. IEEE Transactions on Circuits and Systems I: Regular Papers, 66(11), 4265-4277, 2019.

  31. Wentao Ma, Jinzhe Qiu, Xinghua Liu, Gaoxi Xiao, Jiandong Duan, Badong Chen, Unscented Kalman Filter with Generalized Correntropy Loss for Robust Power System Forecasting-Aided State Estimation. IEEE Transactions on Industrial Informatics, 15(11), 6091-6100, 2019.

  32. Xi Liu, Zhigang Ren, Hongqiang Lyu, Zhihong Jiang, Pengju Ren, Badong Chen. Linear and Nonlinear Regression Based Maximum Correntropy Extended Kalman Filtering. To appear in IEEE Transactions on Systems, Man and Cybernetics: Systems.

  33. Hong Ji, Badong Chen*, Nathan M. Petro, Zejian Yuan, Nanning Zheng and Andreas Keil, Functional source separation for EEG-fMRI fusion: application to steady-state visual evoked potentials. Frontiers in Neurorobotics,13:24, 2019.

  34. Rongjing Bao, Haijun Rong, Zhixin Yang, Badong Chen, A Novel Prognostic Approach for RUL Estimation with Evolving Joint Prediction of Continuous and Discrete States. IEEE Transactions on Industrial Informatics,15(9), 5089-5098, 2019.

  35. Yingsong Li, Zhengxiong Jiang, Wanlu Shi, Xiao Han, Badong Chen, Blocked Maximum Correntropy Criterion Algorithm for Cluster-Sparse System Identification. IEEE Transactions on Circuits and Systems II: Express Briefs,66(11), pp. 1915-1919, 2019.

  36. Badong Chen, Rongjin Ma, Siyu Yu, Shaoyi Du, Jing Qin, Granger Causality Analysis Based on Quantized Minimum Error Entropy Criterion. IEEE Signal Processing Letters, vol. 26, no. 2, pp. 347-351, 2019.

  37. Yicong He, Fei Wang, Shiyuan Wang, Jiuwen Cao, Badong Chen, Maximum Correntropy Adaptation Approach for Robust Compressive Sensing Reconstruction. Information Sciences, vol. 480, pp. 381-402, 2019.

  38. Wentao Ma, Jinzhe Qiu, Junli Liang, Badong ChenLinear Kalman Filtering Algorithm with Noisy Control Input Variable. To appear in IEEE Transactions on Circuits and Systems II: Express Briefs.

  39. Jiuwen Cao, Kai Zhang, Hongwei Yong, Xiaoping Lai, Badong Chen, Zhiping Lin, Extreme Learning Machine with Affine Transformation Inputs in Activation Function.  To appear in  IEEE Trans. on Neural Networks and Learning Systems.

  40. Tianlei Wang, Jiuwen Cao, Xiaoping Lai, Badong Chen, Deep Weighted Extreme Learning Machine, Cognitive Computation, 10(6): 890-907, 2018.

  41. Xi Liu, Badong Chen*, Shiyuan Wang, Shaoyi Du, Correntropy Based Divided Difference Filtering for the Positioning of Ships. Sensors, vol. 18, no. 11, 2018.

  42. Badong Chen, Lei Xing, Nanning Zheng, Jose C. Principe, Quantized Minimum Error Entropy Criterion. IEEE Trans. on Neural Networks and Learning Systems, 30(5),1370-1380, 2019. (See also https://arxiv.org/abs/1710.04089)

  43. Siyu Yu, Nanning Zheng, Yongqiang Ma, Hao Wu, Badong ChenA Novel Brain Decoding Method: a Correlation Network Framework for Revealing Brain Connections. To appear in IEEE Transactions on Cognitive and Developmental Systems.

  44. Badong Chen, Yuanhao Li, Jiyao Dong, Na Lu, Jing Qin, Common Spatial Patterns Based on the Quantized Minimum Error Entropy Criterion. To appear in IEEE Transactions on Systems, Man and Cybernetics: Systems.

  45. Shaoyi Du, Guanglin Xu, Sirui Zhang, Xuetao Zhang, Yue Gao, Badong ChenRobust Rigid Registration Algorithm Based on Pointwise Correspondence and Correntropy. Pattern Recognition Letters, 132 (2020), 91-98.

  46. Nan Zhou, Hong Cheng, Jing Qin, Yuanhua Du,  Badong ChenRobust High-Order Manifold Constraint Sparse Principal Component Analysis for Image Representation. To appear in IEEE Transactions on Circuits and Systems for Video Technology.

  47. Yicong He, Fei Wang, Shiyuan Wang, Pengju Ren, Badong ChenMaximum Total Correntropy Diffusion Adaptation over Networks with Noisy Links. IEEE Transactions on Circuits and Systems II: Express Briefs, vol. 66, no. 2, pp. 307-311, 2019.

  48. Shiyuan Wang, Lujuan Dang,  Badong Chen, Shukai Duan, Lidan Wang, Chi K. Tse, Random Fourier Filters under Maximum Correntropy Criterion. IEEE Transactions on Circuits and Systems I: Regular Papers, vol. 65, no. 10, pp. 3390-3403, 2018

  49. Hong Ji, Nathan Petro, Badong Chen*, Zejian Yuan, Jianji Wang, Nanning Zheng, Andreas Keil, Cross Multivariate correlation coefficients as screening tool for analysis of concurrent EEG-fMRI recordings. Journal of Neuroscience Research, vol. 96, no. 7, pp. 1159-1175, 2018. 

  50. Siyuan Peng, Wee Ser, Badong Chen*, Lei Sun, Zhiping Lin, Robust constrained adaptive filtering under minimum error entropy criterion. IEEE Transactions on Circuits and Systems II: Express Briefs, vol. 65, no. 8, pp. 1119-1123, 2018.

  51. Badong Chen, Xin Wang, Na Lu, Shiyuan Wang, Jiuwen Cao, Jing Qin, Mixture correntropy for robust learning. Pattern Recognition, vol. 79, pp. 318-327, 2018. 

  52. Wentao Ma, Dongqiao Zheng, Zhiyu Zhang, Badong Chen, Proportionate NLMS with unbiasedness criterion for sparse system identification in the presence of input and output noises. IEEE Transactions on Circuits and Systems II: Express Briefs, vol. 65, no. 11, pp. 1808-1812, 2018.

  53. Nan Zhou, Yangyang Xu, Hong Cheng, Zejian Yuan, Badong Chen, Maximum correntropy criterion based sparse subspace learning for unsupervised feature selection. IEEE Transactions on Circuits and Systems for Video Technology, vol. 29, no. 2, pp. 404-417, 2018. 

  54. Lei Sun, Zuren Feng, Badong Chen, Na Lu, A contralateral channel guided model for EEG based motor imagery classification. Biomedical Signal Processing and Control, vol. 41, pp. 1-9, 2018.

  55. Lu Lu, Haiquan Zhao, Badong Chen, Robust adaptive algorithm for smart antenna system with α-stable noise. IEEE Transactions on Circuits and Systems II: Express Briefs, vol. 65, no. 11, pp. 1783-1787, 2018. 

  56. Yongqiang Ma, Hao Wu, Mengjiao Zhu, Pengju Ren, Nanning Zheng, Badong Chen*, Reconstruction of visual image from functional magnetic resonance imaging using spiking neuron model. IEEE Transactions on Cognitive and Developmental Systems, vol. 10, no. 3, pp. 624-636, 2018. 

  57. Qingqing Zheng, Fengyuan Zhu, Jing Qin, Badong Chen, Pheng-Ann Heng, Sparse support matrix machine. Pattern Recognition, vol. 76, pp. 715-726, 2018. 

  58. Shiyuan Wang, Lujuan Dang, Badong Chen, Chengxiu Ling, Lidan Wang, Shukai Duan, Kernel online learning algorithm with scale adaptation. IEEE Transactions on Circuits and Systems II: Express Briefs, vol. 65, no. 11, pp. 1788-1792, 2018.

  59. Jianji Wang, Nanning Zheng, Feiyue Wang, Badong Chen, Pei Chen, Bao Xi, Shitao Chen, Ziyi Liu, Multivariate correlation entropy and law discovery in large data sets. IEEE Intelligent Systems, vol 33, no. 5, pp. 47-54, 2018.

  60. Lu Lu, Haiquan Zhao, Badong Chen, Time series prediction using kernel adaptive filter with least mean absolute third loss function. Nonlinear Dynamics, vol. 90, no. 2, pp. 999-1013, 2017.

  61. Bin Xu, Daipeng Yang, Zhongke Shi, Yongping Pan, Badong Chen, Fuchun Sun, Online recorded data based composite neural control of strict-feedback systems with application to hypersonic flight dynamics. IEEE Trans. on Neural Networks and Learning Systems, vol.29, no. 8, pp. 3839-3849, 2018.

  62. Badong Chen, Lei Xing, Xin Wang, Jing Qin, Nanning Zheng, Robust learning with kernel mean p-power error loss. IEEE Transactions on Cybernetics. vol. 48, no. 7, pp. 2101-2113, 2017. (See also https://arxiv.org/abs/1612.07019)

  63. Rongjing Bao, Haijun Rong, Plamen Angelov, Badong Chen, Pak-kin Wong, Correntropy-based evolving fuzzy neural system. IEEE Transactions on Fuzzy Systems, vol. 26, no. 3, pp. 1324-1338, 2017. 

  64. Wentao Ma, Jiandong Duan, Haiquan Zhao, Badong Chen*, Chebyshev functional link artificial neural network based on correntropy induced metric. Neural Processing Letters, vol. 47, no. 1, pp. 233-252, 2018

  65. Fei Wang, Yicong He, Shiyuan Wang, Badong Chen, Maximum total correntropy adaptive filtering against heavy-tailed noises, Signal Processing, vol.141, pp. 84-95, 2017.  

  66. Weihua Wang, Jihong Zhao, Hua Qu, Badong Chen*, A correntropy inspired variable step-size sign algorithm against impulsive noises, Signal Processing, vol.141, pp.168-175, 2017. 

  67. Shitao Chen, Songyi Zhang, Jinghao Shang, Badong Chen, Nanning Zheng, Brain inspired cognitive model with attention for self-driving cars, To appear in IEEE Transactions on Cognitive and Developmental Systems. (See also arXiv:1702.05596)

  68. Siyuan Peng, Badong Chen*,  Lei Sun, Wee Ser, Zhiping Lin, constrained maximum correntropy adaptive filtering, Signal Processing, vol. 140, pp. 116-126, 2017. (See also arXiv:1610.01766)

  69. Jing Yang, Feng Ye, Hai-Jun Rong, Badong Chen, Recursive least mean p-power extreme learning machine, Neural Networks, vol. 91, pp. 22-33, 2017. 

  70. Fei Zhu, Abderrahim Halimi, Paul Honeine, Badong Chen, Nanning Zheng, Correntropy maximization via ADMM-application to robust hyperspectral unmixing, IEEE Trans. on Geoscience and Remote Sensing, vol. 55, no. 9, pp. 4944-4955, 2017. (See also arXiv:1602.01729)

  71. Wentao Ma, Xinyu Qiu, Jiandong Duan, Yingsong Li, Badong Chen*,  Kernel Recursive Generalized Mixed Norm Algorithm, Journal of the Franklin Institute, vol. 355, no. 4, pp.1596-1613, 2018.