Research output per year
Research output per year
Personal profile
Research interests
Statistical Machine Learning; Deep Learning
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Dive into the research topics where Guohao Shen is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
Research output
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Exploring the Complexity of Deep Neural Networks through Functional Equivalence
Shen, G., Jun 2024, In: Proceedings of the 41 st International Conference on Machine Learning. 235, p. 1-24 24 p.Research output: Journal article publication › Conference article › Academic research › peer-review
Open Access -
Nonparametric Estimation of Non-Crossing Quantile Regression Process with Deep ReQU Neural Networks
Shen, G., Huang, J. (Corresponding Author), Jiao, Y., Lin, Y. & Horowitz, J. L., Mar 2024, In: Journal of Machine Learning Research. 25, 88, p. 1-75 75 p.Research output: Journal article publication › Journal article › Academic research › peer-review
Open Access -
Deep Nonparametric Regression on Approximate Manifolds: Nonasymptotic Error Bounds with Polynomial Prefactors
Shen, G., Huang, J. (Corresponding Author), Jiao, Y. & Lin, Y., Apr 2023, In: Annals of Statistics. 51, 2, p. 691-716 26 p.Research output: Journal article publication › Journal article › Academic research › peer-review
Open Access6 Citations (Scopus) -
Linearized Maximum Rank Correlation Estimation
Shen, G., Chen, K., Huang, J. & Lin, Y., Mar 2023, In: Biometrika. 110, 1, p. 187-203 17 p.Research output: Journal article publication › Journal article › Academic research › peer-review
Open Access5 Citations (Scopus) -
Nonparametric Inference on Smoothed Quantile Regression Process
Hao, M., Lin, Y., Shen, G. & Su, W., Mar 2023, In: Computational Statistics and Data Analysis. 179, p. 1-15 15 p., 107645.Research output: Journal article publication › Journal article › Academic research › peer-review
1 Citation (Scopus)
Prizes
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Junior Researcher Award Honorable Mention of the 2024 ICSA China Conference
Shen, G. (Recipient), 1 Jun 2024
Prize: Honorary award › Honorary award (research)
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