优化方法、机器学习、数值计算

2010-09--2013-06   华南理工大学   博士
2008-09--2010-06   华南理工大学   硕士
2004-09--2008-06   天津工业大学   学士

2019-01~现在, 鹏城实验室, 副研究员
2017-01~2018-12, 中山大学, 副研究员
2015-07~2016-12, 沙特阿拉伯阿卜杜拉国王科技大学, 博士后
2013-10~2015-06, 华南理工大学数学学院, 博士后
2012-10~2013-03, 新加坡南洋理工大学, 研究助理
2011-11~2012-01, 伊利诺伊大学新加坡高等数字科学中心, 研究助理

• Ganzhao Yuan. ADMM for Nonconvex Optimization under Minimal Continuity Assumption. International Conference on Learning Representations (ICLR), 2025.
• Ganzhao Yuan. ADMM for Structured Fractional Minimization. International Conference on Learning Representations (ICLR), 2025.  
  
• Ganzhao Yuan. Smoothing Proximal Gradient Methods for Nonsmooth Sparsity Constrained Optimization: Optimality Conditions and Global Convergence. International Conference on Machine Learning (ICML), 2024. [CCF A]
• Ganzhao Yuan. Coordinate Descent Methods for Fractional Minimization. International Conference on Machine Learning (ICML), 2023. [CCF A] 
  
• Ganzhao Yuan. Coordinate Descent Methods for DC Minimization: Optimality Conditions and Global Convergence. Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2023. [CCF A] 
  
• Ganzhao Yuan, Li Shen, Wei-Shi Zheng. A Block Decomposition Algorithm for Sparse Optimization. ACM International Conference on Knowledge Discovery and Data Mining (SIGKDD), 2020. [CCF A] 
  
• Ganzhao Yuan, Li Shen, Wei-Shi Zheng.A Decomposition Algorithm for the Sparse Generalized Eigenvalue Problem. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019. [CCF A] 
  
• Ganzhao Yuan, Bernard Ghanem. L0TV: A Sparse Optimization Method for Impulse Noise Image Restoration. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2018. [CCF A] 
• Ganzhao Yuan, Wei-Shi Zheng, Bernard Ghanem. A Matrix Splitting Method for Composite Function Minimization. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017. [CCF A]
• Ganzhao Yuan, Bernard Ghanem. An Exact Penalty Method for Binary Optimization Based on MPEC Formulation.Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), pp. 2867-2875, 2017. [CCF A]
  
• Ganzhao Yuan, Yin Yang, Zhenjie Zhang, Zhifeng Hao. Convex Optimization for Linear Query Processing under Approximate Differential Privacy. ACM International Conference on Knowledge Discovery and Data Mining (SIGKDD), pp. 2005-2014, 2016. [CCF A]
  
• Ganzhao Yuan, Bernard Ghanem. A Proximal Alternating Direction Method for Semidefinite Rank Minimization.Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), pp. 2300-2308, 2016. [CCF A]
  
• Ganzhao Yuan, Zhenjie Zhang, Marianne Winslett, Xiaokui Xiao, Yin Yang, Zhifeng Hao.Optimizing Batch Linear Queries under Exact and Approximate Differential Privacy. ACM Transactions on Database Systems (TODS), 40(2): 11:1-11:47, 2015. [CCF A]
  
• Ganzhao Yuan, Bernard Ghanem. L0TV: A New Method for Image Restoration in the Presence of Impulse Noise. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 5369-5377, 2015. [Oral, Acc. Rate=71/2151=3.3%, CCF A]
  
• Ganzhao Yuan, Zhenjie Zhang, Marianne Winslett, Xiaokui Xiao, Yin Yang, Zhifeng Hao. Low-Rank Mechanism: Optimizing Batch Queries under Differential Privacy. International Conference on Very Large Data Bases (VLDB), 5(11):1352-1363, 2012. [CCF A] 
  

[01] 序列凸近似的非凸优化方法及其在机器学习中的应用. 2018/06-2022/06. 广东省自然科学杰出青年基金(批准号: 2018B030306025). 100万. 主持. 

[02] 基于互补约束的非凸优化方法及其应用. 2018/01-2021/12. 国家自然科学基金面上项目(批准号: 61772570). 64万. 主持.

[03] 基于互补约束的非凸优化方法及其在机器学习中的应用. 2018/01-2020/12. 广州市珠江科技新星项目(批准号: 201806010056). 30万. 主持. 

[04] 基于秩一近似的大规模矩阵优化算法及其应用. 2015/01-2017/12. 国家自然科学基金青年基金 (批准号: 61402182). 24万. 主持.