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何凡
博士（导师：黄晓霖）
自动化系
电子信息与电气工程学院
上海交通大学
实验室：电信群楼2-235
电子邮箱：HF-inspire@sjtu.edu.cn
学习经历
2017-2019 硕士 上海交通大学 电子信息与电气工程学院 控制工程
2013-2017 学士 上海交通大学 电子信息与电气工程学院 自动化
研究方向
压缩感知 核学习
2025年期刊论文和会议论文
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[1]
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Fan He, Ruikai Yang, Lei Shi, Xiaolin Huang: Decentralized framework for kernel PCA with projection consensus constraints, IEEE Transactions on Pattern Analysis and Machine Intelligence, 1-12, 2025
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2024年期刊论文和会议论文
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[1]
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Ruikai Yang, Fan He, Jie Yang, Xiaolin Huang: Decentralized kernel ridge regression based on data-dependent random feature, IEEE Transactions on Neural Networks and Learning Systems, accepted, 2024
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[2]
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Mingzhen He, Fan He, Fanghui Liu, Xiaolin Huang: Random Fourier features for asymmetric kernels, Machine Learning, 1-15, 2024
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2023年期刊论文和会议论文
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[1]
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Mingzhen He, Fan He, Lei Shi, Xiaolin Huang, Johan A.K. Suykens: Learning with Asymmetric Kernels: Least Squares and Feature Interpretation, IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(8): 10044-10054, 2023
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[2]
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Mingzhen He, Fan He, Ruikai Yang, Xiaolin Huang: Diffusion representation for asymmetric kernels via magnetic transform, in proceedings of Neural Information Processing Systems (NeurIPS), New Orleans. USA, pp. 1-9, 2023
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[3]
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Tianyao Wang, Fan He, Ruikai Yang, Zhixing Ye, Xiaolin Huang: Consensus-based distributed kernel one-class support vector machine for anomaly detection, in proceedings of International Joint Conference on Neural Networks (IJCNN), Queensland, Australia, pp. 1-8, 2023
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2022年期刊论文和会议论文
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[1]
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Sizhe Chen, Fan He, Xiaolin Huang, Kun Zhang: Relevance Attack on Detectors, Pattern Recognition, 124: 108491, 2022
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[2]
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Fan He, Mingzhen He, Lei Shi, Xiaolin Huang: Global search and analysis for the non-convex two-level l1 penalty, IEEE Transactions on Neural Networks and Learning Systems, 1-14, 2022
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[3]
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Kexin Lv, Zheng Sun, Fan He, Xiaolin Huang, Jie Yang,: One-Shot Distributed Generalized Eigenvalue Problem (DGEP): Concept, Algorithm and Experiments, APPLIED SCIENCES-BASEL, 12(10): accepted, 2022
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[4]
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Leyu Yao, Fan He, Xiaofeng Wang, Lu Zhou, Haixia Peng, Xiaolin Huang: Scheme and Dataset for Evaluating Computer-aided Polyp Detection System in Colonoscopy, in proceedings of IEEE International Symposium on Biomedical Imaging (ISBI), Kolkata, India, pp. 1-4, 2022
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[5]
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Kexin Lv,Zheng Sun,Fan He,Xiaolin Huang,Jie Yang: One-shot Distributed Algorithm for Generalized Eigenvalue Problem, in proceedings of International Conference on Computing and Artificial Intelligence(ICCAI), Tianjin, China, pp. 104-109, 2022
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2021年期刊论文和会议论文
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[2]
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Fan He, Sizhe Chen, Shuaiyi Li, Lu Zhou, Haiqin Zhang, Haixia Peng, Xiaolin Huang: Colonoscopic image synthesis for polyp detector enhancement via GAN and adversarial training, in proceedings of IEEE International Symposium on Biomedical Imaging (ISBI), Visual, pp. 1887-1891, 2021
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2020年期刊论文和会议论文
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[1]
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Wei Xiao, Xiaolin Huang, Fan He, Jorge Silva, Saba Emrani, Arin Chaudhuri: Online Robust Principal Component Analysis with Change Point Detection, IEEE Transactions on Multimedia, 22(1): 59-68, 2020
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2019年期刊论文和会议论文
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[1]
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Xiaolin Huang, Haiyan Yang, Yixing Huang, Lei Shi, Fan He, Andreas Maier, Ming Yan: Robust Mixed One-bit Compressive Sensing, Signal Processing, 162: 161-168, 2019
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2018年期刊论文和会议论文
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[1]
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Fan He, Xiaolin Huang, Yipeng Liu, Ming Yan: Fast Signal Recovery From Saturated Measurements by Linear Loss and Nonconvex Penalties, IEEE Signal Processing Letters, 25(9): 1374-1378, 2018
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