We are exploring the unknown but wonderful world

Biography and Contact

I am working towards M. E. degree of Software Engineering in South China University of Technology, China.

I am supervised by Prof. Mingkui Tan, Prof. Qingyao Wu, and Dr. Peilin Zhao.

My research interests are broadly in machine learning, now with high self-motivation to design explainable and robust algorithms for data-limited problems and decision-making tasks.

Here are my Google Scholar and CV (Last updated: 2018. 07).

Email: sezyifan@mail.scut.edu.cn.

Publications

(* indicates equal contributions )

Online Adaptive Asymmetric Active Learning with Limited Budgets

Yifan Zhang, Peilin Zhao, Shuaicheng Niu, Qingyao Wu, Jiezhang Cao, Junzhou Huang, Mingkui Tan

IEEE Transaction on Knowledge and Data Engineering (TKDE), 2019

[PDF]


Collaborative Unsupervised Domain Adaptation for Medical Image Diagnosis

Yifan Zhang, Ying Wei, Peilin Zhao, Shuaicheng Niu, Qingyao Wu, Mingkui Tan, Junzhou Huang

Medical Imaging meets NeurIPS, 2019

[PDF]


Multi-marginal Wasserstein GAN

Jiezhang Cao, Langyuan Mo, Yifan Zhang, Kui Jia, Chunhua Shen, Mingkui Tan

The 31th Conference on Neural Information Processing Systems (NeurIPS), 2019

[PDF]


From Whole Slide Imaging to Microscopy: Deep Microscopy Adaptation Network for Histopathology Cancer Image Classification

Yifan Zhang, Hanbo Chen, Ying Wei, Peilin Zhao, Jiezhang Cao, ..., Jianhua Yao, Qingyao Wu, Mingkui Tan, Junzhou Huang

The 22th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2019

[PDF] / [Poster]



Online Adaptive Asymmetric Active Learning for Budgeted Imbalanced Data

Yifan Zhang, Peilin Zhao, Jiezhang Cao, Wenye Ma, Junzhou Huang, Qingyao Wu, Mingkui Tan

The 24th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (SIGKDD), 2018

[PDF] / [Supplementary] / [Codes] / [Slides] / [Poster]


Adaptive Cost-Sensitive Online Classification

Yifan Zhang, Peilin Zhao (co-first author), Min Wu, Steven C. H. Hoi, Mingkui Tan, and Junzhou Huang

IEEE Transaction on Knowledge and Data Engineering (TKDE), 2018

[PDF]


Strategy-updating Depending on Local Environment Enhances Cooperation in Prisoner’s Dilemma Game

Yifan Zhang, Gang Shu, Ya Li

Applied Mathematics and Computation, 2017

[PDF]

Awards and Honors

  • National Scholarship, provided by Ministry of Education, China, 2018
  • ACM SIGKDD Student Travel Award, provided by ACM, 2018
  • Honorable Mention of MCM/ICM, provided by Consortium for Mathematics and Its Applications, 2016
  • Excellent Student Leader Award, provided by Southwest University, China, 2016
  • National Scholarship, provided by Ministry of Education, China, 2015
  • National Encouragement Scholarship, provided by Ministry of Education, China, 2014

Thanks for your attention !