Machine Learning Group
Mainly focuses on characterizing and modeling of sparse one-dimensional vectors, two-dimensional matrices, high-dimensional tensors and their related computation and real-word applications. The major research topics include: noncovex regularization theory, T-sparsity modeling, sparse SAR Imaging, low-rank decompositions with applications in information processing.
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Qi Xie(谢琦)
Position: Associate Professor
Research Interests: Low-rank matrix, Factorization, Tensor sparsity.
Email: xie.qi@xjtu.edu.cn
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Jun Shu(束俊)
Position: Ph.D candidate
Research Interests: Small sample learning, Machine learning.
Email: xjtushujun@gmail.com
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Yuan Xiang (袁翔)
Position: MS candidate
Research Interests: Meta learning, Robust deep learning.
Email: relojeffrey@gmail.com
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FuJiahong (符佳宏)
Position: Ph.D candidate
Research Interests: Machine learning, Image processing.
Email: jiahongfu@stu.xjtu.edu.cn
Big Data Group
Mainly focuses on the mathematical analysis and modeling of visual principle; data mining techniques and their applications. The major research topics include: brain mechanisms and modeling of visual cognition; visual principle inspired data mining technology, computer vision and image processing.
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Peng Zhao(赵鹏)
Position: Associate Professor
Research Interests: Edge-Cloud Collaborative Intelligence,Distributed Big Data Analytics
Email: p.zhao@mail.xjtu.edu.cn
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Xuebin Ren(任雪斌)
Position: Associate Professor
Research Interests: Big data privacy, Privacy computation, Federated learning/edge-cloud collaborative intelligence
Email: xuebinren@mail.xjtu.edu.cn
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Luhui Wang(王路辉)
Position: Ph.D. Candidate
Research Interests: Edge-cloud Systems for Deep Learning Inference
Email: wangluhui@stu.xjtu.edu.cn
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Yimeng Wang(王艺蒙)
Position: Ph.D. Candidate
Research Interests: Industrial intelligence, Edge-cloud intelligence
Email: wang.yimeng@stu.xjtu.edu.cn
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Qing Han(韩青)
Position: Ph.D. Candidate
Research Interests: Federated learning, Edge computing, Privacy-preserving machine learning, Industrial intelligence
Email: qinghanq@stu.xjtu.edu.cn
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Zhanhua Zhang(张展华)
Position: Ph.D. Candidate
Research Interests: Edge Intelligence, Video Analytics
Email: dq2010zzh@stu.xjtu.edu.cn
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Xinyue Sun(孙心悦)
Position: Ph.D. Candidate
Research Interests: Few-shot learning, Federated learning
Email: sunxy2018@stu.xjtu.edu.cn
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Siyan Guo(郭思言)
Position: Ph.D. Candidate
Research Interests: Edge computing, Video analysis, Industrial intelligence
Email: guosiyan813@stu.xjtu.edu.cn
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Fangyuan Zhao(赵方圆)
Position: Ph.D. Candidate
Research Interests: Federated learning and privacy-preserving computation
Email: zfy1454236335@stu.xjtu.edu.cn
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Yijun Hao(郝怡君)
Position: Ph.D. Candidate
Research Interests: Wireless network optimizition
Email: yijunhao@stu.xjtu.edu.cn
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Xin Song(宋昕)
Position: Ph.D. Candidate
Research Interests: Federated learning, Visual privacy
Email: 841004153@qq.com
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Hanqiao Yu(余翰乔)
Position: Ph.D. Candidate
Research Interests: Cloud-edge artificial intelligence
Email: yuhanqiao@stu.xjtu.edu.cn
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Jie Shen (沈杰)
Position: MS Candidate
Research Interests: Operation, Transfer learning
Email: sj19998@stu.xjtu.edu.cn
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Liang Shi(石亮)
Position: MS Candidate
Research Interests: Privacy protection and federated learning
Email: sl1624@stu.xjtu.edu.cn
Image Processing and Analysis Group
Mainly focuses on the research of natural and medical image processing and analysis. The specific research areas include natural image processing and recognition, 3D face recognition, medical image reconstruction and analysis, etc.
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Heran Yang (杨鹤然)
Position: Associate Professor
Research Interests: Medical image analysis, Deep learning
Email: hryang@xjtu.edu.cn
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Xiaorong Li(李晓蓉)
Position: Ph.D candidate
Research Interests: Continual learning, Machine learning
Email: lixiaorong@stu.xjtu.edu.cn
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Xiang Gu (古祥)
Position: Ph.D candidate
Research Interests: Optimal Transport, Transfer Learning, Domain Adaptation, Domain generalization
Email: xianggu@stu.xjtu.edu.cn
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Fan Wang (王璠)
Position: Ph.D candidate
Research Interests: Machine learning and partial differential equation.
Email: wangfan525@stu.xjtu.edu.cn
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Geometric Analysis and Learning
Research focuses on the algorithms and applications of computational geometric analysis, and their interdisciplinary study with machine learning. The application fields include 3D graphics and vision, medical imaging, wireless communication, geometric modeling, etc.
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Yuping Lu (吕玉萍)
Position: Master Student
Research Interests: Optimal Transport,Medical Image Processing
Email: xiaobu.lv@stu.xjtu.edu.cn
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Xuebin Chang (常学斌)
Position: PhD Student
Research Interests: Medical Image Processing, Manifold Learning
Email: xuebin_chang@stu.xjtu.edu.cn
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Ye Ni (倪烨)
Position: Master Student
Research Interests: Graphical and Geometric Computing, Machine Learning
Email: 3121107062@stu.xjtu.edu.cn
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Hanxi Wang (王涵汐)
Position: Master Student
Research Interests: Machine Learning, Optimization
Email: qiadafei@stu.xjtu.edu.cn
OptAI+ Group
Mainly focuses on the cross-cutting research between Artificial Intelligence (AI) and Optimization, including but not limited to statistical machine learning, explainable AI, artificial intelligence and heuristic algorithms. The goal of the group is not only to go beyond research excellence, but to establish concrete applications of AI and optimization in industry.
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Yiqing Zhang (张怡青)
Position: Ph.D candidate
Research Interests: intelligent wireless communication, machine learning for solving the discrete optimization problem
Email: zhangyiqing@stu.xjtu.edu.cn
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Haotian Zhang(张昊天)
Position: Ph.D candidate
Research Interests: Optimization methods, Reinforcement learning, Evolutionary computation
Email: zht570795275@stu.xjtu.edu.cn
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Xin Liu(刘鑫)
Position: Ph.D candidate
Research Interests: evolutionary algorithms, reinforcement learning
Email: liuxin17@stu.xjtu.edu.cn
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Wei Zheng (郑伟)
Position: Ph.D candidate
Research Interests: multi-objective evolutionary algorithms and their applications.
Email: weizheng@stu.xjtu.edu.cn
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Fan Song (宋凡)
Position: Ph.D candidate
Research Interests: generative model, recurrent neural networks
Email: fansongaero@163.com
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Yuan Wang (王渊)
Position: Ph.D candidate
Research Interests: flow-based generative models, machine learning
Email: yuanwang@stu.xjtu.edu.cn
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Qingming Kong (孔庆明)
Position: Ph.D candidate
Research Interests: low rank matrix factorization, collaborative filtering, machine learning
Email: kongqm17@stu.xjtu.edu.cn
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Weiyi Shi(石微怡)
Position: postgraduate student
Research Interests: machine learning, data analysis
Email: SWY0620@stu.xjtu.edu.cn
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Weiyi Huihui Yan (严慧慧)
Position: postgraduate student
Research Interests: machine learning, meta-learning
Email: huihuiyan@stu.xjtu.edu.cn
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Weiyi Zhiwei Wang (王志伟)
Position: postgraduate student
Research Interests: combination optimization algorithm, machine learning
Email: enigmawang@stu.xjtu.edu.cn
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Zhongyu Sun (孙仲煜)
Position: postgraduate student
Research Interests: genetic algorithm, reinforcement learning
Email: sunzhy2015@outlook.com