个人简介
I am currently working as a lecturer at the School of Mathematics and Statistics in Central South University (CSU), Hunan, China. Before that, I received my PhD degrees in City University of Hong Kong (supervised by Prof. Dingxuan Zhou) and in Beihang University (supervised by Prof. Dirong Chen).
主持项目：
国自然数学天元基金青年项目, 基于函数型神经网络的非线性算子学习, 2026-01-01 至 2027-12-31
学术论文：
Kun Cheng; Chao Liu; Yang Zhou; Linhao Song; Wavelet-based functional neural network: An application to gait recognition, preprint.
Linhao Song; Jun Fan; DingXuan Zhou; Generalization analysis of deep ReLU networks for functional learning, preprint.
Kun Cheng; Jun Fan; Linhao Song; Dingxuan Zhou; Learning Fréchet differentiable operators via prespecified neural operators, Applied and Computational Harmonic Analysis, 2026, 84: 101878
Zhongjie Shi; Jun Fan; Linhao Song; Ding-Xuan Zhou; Johan A.K. Suykens; Nonlinear functional regression by functional deep neural network with kernel embedding, Journal of Machine Learning Research, 2025, 26: 1-49
Linhao Song; Ying Liu; Jun Fan; Ding-Xuan Zhou; Approximation of smooth functionals using deep ReLU networks, Neural Networks, 2023, 166: 424-436
Linhao Song; Jun Fan; Di-Rong Chen; Ding-Xuan Zhou; Approximation of Nonlinear Functionals Using Deep ReLU Networks, Journal of Fourier Analysis and Applications, 2023, 29(4): 50
教育经历
[1] 2012.9-2016.6
北京航空航天大学 | 数学 | 学士学位 | 大学本科毕业
[2] 2015.9-2017.6
Texas A&M University | 数学 | 硕士学位 | 硕士研究生毕业
[3] 2018.9-2024.1
北京航空航天大学 | 统计学 | 博士学位 | 博士研究生毕业
[4] 2019.9-2024.1
香港城市大学 | 数学 | 博士学位 | 博士研究生毕业