Biography


Jinghua Yang is currently pursuing the Ph.D. degree (advised by Prof. Hong-Ning Dai and Prof.Chuan Chen) with the [Faculty of Information Technology], Macau University of Science and Technology (MUST), Macau, China. Her research interest includes data mining, image processing, tensor analysis, and deep learning.

Email: yangjinghua110@126.comFollow me: Google Scholar

News


Publications

Journal Articles

  • Jing-Hua Yang, Xi-Le Zhao, Tian-Hui Ma, Meng Ding, Ting-Zhu Huang, “Tensor train rank minimization with hybrid smoothness regularization for visual data recovery”, Applied Mathematical Modelling, vol. 81, pp. 711-726, 2020. [PDF]

  • Jing-Hua Yang, Xi-Le Zhao, Teng-Yu Ji, Tian-Hui Ma, Ting-Zhu Huang, “Low-rank tensor train for tensor robust principal component analysis”, Journal of Applied Mathematics and Computation, vol. 367, pp. 124783, 2020. [PDF]

  • Jing-Hua Yang, Xi-Le Zhao, Tian-Hui Ma, Yong Chen, Ting-Zhu Huang, Meng Ding, “Remote sensing images destriping using unidirectional hybrid total variation and nonconvex low-rank regularization”, Journal of Computational and Applied Mathematics, vol. 363, pp. 124-144, 2020. [PDF]

  • Jing-Hua Yang, Xi-Le Zhao, Tian-Hui Ma, Yong Chen, Ting-Zhu Huang, Meng Ding, “Total variation and high-order total variation adaptive model for restoring blurred images with Cauchy noise”, Journal of Computers and Mathematics with Applications, vol. 77, pp. 1255-1272, 2019. [PDF][Code]

  • Meng Ding, Ting-Zhu Huang, Tian-Hui Ma, Xi-Le Zhao, Jing-Hua Yang, “Cauchy noise removal using group-based low-rank prior”, Applied Mathematics and Computation, vol. 372, pp. 124971, 2020. [PDF] [Code]

  • Meng Ding, Ting-Zhu Huang, Teng-Yu Ji, Xi-Le Zhao, Jing-Hua Yang, “Low-Rank Tensor Completion Using Matrix Factorization Based on Tensor Train Rank and Total Variation”, Journal of Scientific Computing, vol. 81, pp. 941–964, 2020. [PDF] [Code]

Conference Papers


Education

  • 09/2020-Current: Macau University of Science and Technology (MUST); Ph. D. student in Faculty of Information Technology (Supervisor: Prof. Hong-Ning Dai)

  • 09/2019-06/2020: Chengdu College of University of Electronic Science and Technology of China; Teaching assistant in College of Arts and Sciences

  • 09/2016-06/2019: University of Electronic Science and Technology of China (UESTC); Master student in Applied Mathematics (Supervisor: Prof. Xi-Le Zhao

  • 09/2012-06/2016: Taiyuan Normal University; Bachelor student in Mathematics and Applied Mathematics


Awards and Honors

  • First-class academic scholarship, UESTC, 2018
  • First-class academic scholarship, UESTC, 2017

Reports