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Scopus Author ID: 57216827674

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Employment (1)

The Hong Kong Polytechnic University: Hong Kong, HK

2022-04-01 to present | Reserch Assistant Professor (Department of Applied Mathematics)
Employment
Source: Self-asserted source
GUOHAO SHEN

Education and qualifications (1)

The Chinese University of Hong Kong: Hong Kong, HK

2018-08-01 to 2022-03-01 | Ph.D (Statistics)
Education
Source: Self-asserted source
GUOHAO SHEN

Works (14)

Exploring the Complexity of Deep Neural Networks through Functional Equivalence

International Conference on Machine Learning
2024-06 | Conference paper
Contributors: GUOHAO SHEN
Source: Self-asserted source
GUOHAO SHEN

Nonparametric Estimation of Non-Crossing Quantile Regression Process with Deep ReQU Neural Networks

Journal of Machine Learning Research
2024-03 | Journal article
Contributors: GUOHAO SHEN
Source: Self-asserted source
GUOHAO SHEN

DEEP NONPARAMETRIC REGRESSION ON APPROXIMATE MANIFOLDS: NONASYMPTOTIC ERROR BOUNDS WITH POLYNOMIAL PREFACTORS

Annals of Statistics
2023 | Journal article
DOI: 10.1214/23-AOS2266
EID:

2-s2.0-85164394343

Part of ISSN: 21688966 00905364
Contributors: Jiao, Y.; Shen, G.; Lin, Y.; Huang, J.
Source: Self-asserted source
GUOHAO SHEN via Scopus - Elsevier

Nonparametric inference on smoothed quantile regression process

Computational Statistics and Data Analysis
2023 | Journal article
DOI: 10.1016/j.csda.2022.107645
EID:

2-s2.0-85141671909

Part of ISSN: 01679473
Contributors: Hao, M.; Lin, Y.; Shen, G.; Su, W.
Source: Self-asserted source
GUOHAO SHEN via Scopus - Elsevier

Wasserstein Generative Regression

arXiv
2023 | Other
EID:

2-s2.0-85164379590

Part of ISSN: 23318422
Contributors: Song, S.; Wang, T.; Shen, G.; Lin, Y.; Huang, J.
Source: Self-asserted source
GUOHAO SHEN via Scopus - Elsevier

Approximation with CNNs in Sobolev Space: with Applications to Classification

Advances in Neural Information Processing Systems
2022 | Conference paper
EID:

2-s2.0-85161847953

Part of ISSN: 10495258
Contributors: Shen, G.; Jiao, Y.; Lin, Y.; Huang, J.
Source: Self-asserted source
GUOHAO SHEN via Scopus - Elsevier

Efficient fused learning for distributed imbalanced data

Communications in Statistics - Theory and Methods
2022 | Journal article
DOI: 10.1080/03610926.2020.1759641
EID:

2-s2.0-85084830952

Part of ISSN: 1532415X 03610926
Contributors: Zhou, J.; Shen, G.; Chen, X.; Lin, Y.
Source: Self-asserted source
GUOHAO SHEN via Scopus - Elsevier

Nonparametric Quantile Regression: Non-Crossing Constraints and Conformal Prediction

arXiv
2022 | Other
DOI: 10.48550/arXiv.2210.10161
EID:

2-s2.0-85141649618

Part of ISSN: 23318422
Contributors: Tang, W.; Shen, G.; Lin, Y.; Huang, J.
Source: Self-asserted source
GUOHAO SHEN via Scopus - Elsevier

Robust post-selection inference of high-dimensional mean regression with heavy-tailed asymmetric or heteroskedastic errors

Journal of Econometrics
2022 | Journal article
DOI: 10.1016/j.jeconom.2021.05.006
EID:

2-s2.0-85108271326
Contributors: Han, D.; Huang, J.; Lin, Y.; Shen, G.
Source: Self-asserted source
GUOHAO SHEN via Scopus - Elsevier

Linearized Maximum Rank Correlation Estimation

Biometrika
2022-05-05 | Journal article
DOI: 10.1093/biomet/asac027
Part of ISSN: 0006-3444
Part of ISSN: 1464-3510
Source: Self-asserted source
GUOHAO SHEN
grade
Preferred source (of 2)‎

Deep nonparametric regression on approximately low-dimensional manifolds

arXiv
2021 | Other
EID:

2-s2.0-85118915317

Part of ISSN: 23318422
Contributors: Jiao, Y.; Shen, G.; Lin, Y.; Huang, J.
Source: Self-asserted source
GUOHAO SHEN via Scopus - Elsevier

Deep quantile regression: Mitigating the curse of dimensionality through composition

arXiv
2021 | Other
EID:

2-s2.0-85111228006

Part of ISSN: 23318422
Contributors: Shen, G.; Jiao, Y.; Lin, Y.; Horowitz, J.L.; Huang, J.
Source: Self-asserted source
GUOHAO SHEN via Scopus - Elsevier

Non-asymptotic excess risk bounds for classification with deep convolutional neural networks

arXiv
2021 | Other
EID:

2-s2.0-85107743294

Part of ISSN: 23318422
Contributors: Shen, G.; Jiao, Y.; Lin, Y.; Huang, J.
Source: Self-asserted source
GUOHAO SHEN via Scopus - Elsevier

Robust nonparametric regression with deep neural networks

arXiv
2021 | Other
EID:

2-s2.0-85111437133

Part of ISSN: 23318422
Contributors: Shen, G.; Jiao, Y.; Lin, Y.; Huang, J.
Source: Self-asserted source
GUOHAO SHEN via Scopus - Elsevier

Peer review (2 reviews for 1 publication/grant)

Review activity for Journal of Multivariate Analysis. (2)
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