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Prof. Yuan YAO

Research Area | Research Interests | Teaching Assignments | Publications

Research Area

Bioengineering - Topological & Geometric Methods in Data Analysis, Statistical Machine Learning, Applications in Computer and Life Sciences

Research Interests

Statistical machine learning, Applied mathematics,

Teaching Assignments

2020-21 Fall: MATH4995 - Capstone Project for Data Science
2020-21 Fall: MATH6380P - Advanced Topics on Deep Learning
2020-21 Spring: CSIC5011 - Topological and Geometric Data Reduction and Visualization
2020-21 Spring: MATH5473 - Topological and Geometric Data Reduction and Visualization
2020-21 Spring: MATH6913H - Reading Course: Selective Inference in Statistical Learning
2019-20 Spring: CSIC5011 - Topological and Geometric Data Reduction and Visualization
2019-20 Spring: MAFS6010U - Artificial Intelligence in Finance

Recent Publications

  • Xiong, Jiechao; Ruan, Feng; Yao, Yuan "A Tutorial on Libra: R package for the Linearized Bregman Algorithm in high dimensional statistics", arXiv, Apr 2016, Article number 1604.05910 (2016)
  • Osting, Braxton; Xiong, Jiechao; Xu, Qianqian; Yao, Yuan "Analysis of Crowdsourced Sampling Strategies for HodgeRank with Sparse Random Graphs", Applied and Computational Harmonic Analysis, v.41, (2), 2016, Sep, p.540-560 (2016)
  • Xu, Qianqian; Xiong, Jiechao; Cao, Xiaochun; Yao, Yuan "False Discovery Rate Control and Statistical Quality Assessment of Annotators in Crowdsourced Ranking", 33rd International Conference on Machine Learning, ICML 2016, v. 3, 2016, p. 1947-1956 (2016)
  • Liu, Haixia; Chan, Raymond; Yao, Yuan "Geometric tight frame based stylometry for art authentication of van Gogh paintings", Applied and Computational Harmonic Analysis, v. 41, (2), September 2016, p. 590-602 (2016)
  • Hu, Ting; Yao, Yuan "Learning rates of regression with q-norm loss and threshold", Analysis and Applications, v. 14, (6), November 2016, p. 809-827 (2016)

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Recent Publications


  • Xu, qianqian; Yao, Yuan; Huang, Qingming, "Deep Partial Rank Aggregation for Personalized Attribute", (2021)
  • Xu, Qianqian; Xiong, Jiechao; Cao, Xiaochun; Huang, Qingming; Yao, Yuan, "Evaluating Visual Properties via Robust HodgeRank", (2021)
  • Ma, Ke; Zeng, Jinshan; Xiong, Jiechao; Xu, Qianqian; Cao, Xiaochun; Liu, Wei; Yao, Yuan, "Fast Stochastic Ordinal Embedding with Variance Reduction and Adaptive Step Size", (2021)
  • Wang, Yikai; Zhang, Li; Yao, Yuan; Fu, Yanwei, "How to trust unlabeled data Instance Credibility Inference for Few-Shot Learning", (2021)
  • Zeng, Jinshan; Chen, Qi; Yao, Yuan, "StrokeGAN: Reducing Mode Collapse in Chinese Font Generation via Stroke Encoding", (2021)

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Publications

 
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