Dixian Zhu
- Benchmarking Deep AUROC Optimization: Loss Functions and Algorithmic Choices
2022/03/27 by Dixian Zhu, Xiaodong Wu, Zhu, Dixian +3 · 4 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Imbalanced Data Classification Techniques #Machine Learning (cs.LG) #Rough Sets and Fuzzy Logic #Text and Document Classification Technologies
- Non-Smooth Weakly-Convex Finite-sum Coupled Compositional Optimization
2023/10/05 by Quanqi Hu, Hu, Quanqi, Dixian Zhu +3 · 2 citations
Computer Science · Engineering · Mathematics · #Advanced Optimization Algorithms Research #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Optimization and Variational Analysis #Sparse and Compressive Sensing Techniques
- Label Distributionally Robust Losses for Multi-class Classification: Consistency, Robustness and Adaptivity
2021/12/30 by Dixian Zhu, Zhu, Dixian, Ying, Yiming +1 · 1 citation
Computer Science · Engineering · #Machine Learning and Data Classification #Infrastructure Maintenance and Monitoring #Imbalanced Data Classification Techniques
- Provable Multi-instance Deep AUC Maximization with Stochastic Pooling
2023/05/14 by Dixian Zhu, Bokun Wang, Zhu, Dixian +11 · 1 citation
Computer Science · #Image Retrieval and Classification Techniques #Advanced Image and Video Retrieval Techniques #Digital Imaging for Blood Diseases