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62K05
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正则化深度神经网络稳定点的统计理论研究
Project
项目编号: UICR0600058, 2024-
Leaders:
谢芳
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View/Download:3/0
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Submit date:2025/03/18
基于深度神经网络的MoM- GAN方法估计污染数据的分布
Project
项目编号: UICR0400015-22, 2023-
Leaders:
谢芳
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View/Download:4/0
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Submit date:2022/11/21
Statistical guarantees for regularized neural networks
Journal article
Neural Networks,2021, volume: 142, pages: 148-161
Authors:
Taheri, Mahsa
;
Xie, Fang
;
Lederer, Johannes
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View/Download:2/0
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Submit date:2022/05/31
Deep learning
Neural networks
Prediction guarantees
Regularization
Tuning-free ridge estimators for high-dimensional generalized linear models
Journal article
Computational Statistics and Data Analysis,2021, volume: 159
Authors:
Huang, Shih Ting
;
Xie, Fang
;
Lederer, Johannes
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View/Download:4/0
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Submit date:2022/05/31
Generalized linear models
High-dimensional estimation
Ridge estimator
Consistency of ℓ1 penalized negative binomial regressions
Journal article
Statistics and Probability Letters,2020, volume: 165
Authors:
Xie, Fang
;
Xiao, Zhijie
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Submit date:2022/05/31
High-dimensional regression
Negative binomial regression
Penalized maximum likelihood
ℓ1 consistency
Sparse poisson regression with penalized weighted score function
Journal article
Electronic Journal of Statistics,2019, volume: 13, issue: 2, pages: 2898-2920
Authors:
Jia, Jinzhu
;
Xie, Fang
;
Xu, Lihu
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View/Download:2/0
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Submit date:2022/05/31
Image reconstruction
Moderate deviation
Poisson regression
Tuning-free
ℓ1 consistency
ℓ1 penalization
Square-Root LASSO for High-Dimensional Sparse Linear Systems with Weakly Dependent Errors
Journal article
Journal of Time Series Analysis,2018, volume: 39, issue: 2, pages: 212-238
Authors:
Xie, Fang
;
Xiao, Zhijie
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View/Download:2/0
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Submit date:2022/05/31
estimation consistency
high-dimensional linear model
m-dependent
square-root LASSO
α-mixing
ρ-mixing
ϕ-mixing
Lasso for sparse linear regression with exponentially β-mixing errors
Journal article
Statistics and Probability Letters,2017, volume: 125, pages: 64-70
Authors:
Xie, Fang
;
Xu, Lihu
;
Yang, Youcai
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View/Download:2/0
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Submit date:2022/05/31
Consistency
Exponentially β-mixing errors
Lasso
Linear regression models
Orthogonality and D-optimality of the U-type design under general Fourier regression models
Journal article
Statistics and Probability Letters,2007, volume: 77, issue: 12, pages: 1377-1384
Authors:
Xie, Minyu
;
Ning, Jianhui
;
Fang, Kaitai
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View/Download:8/0
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Submit date:2021/04/23
Fourier regression model
Good lattice points
Optimum design
Orthogonality
Uniform design
Admissibility and minimaxity of the uniform design measure in nonparametric regression model
Journal article
Journal of Statistical Planning and Inference,2000, volume: 83, issue: 1, pages: 101-111
Authors:
Xie, Minyu
;
Fang, Kaitai
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View/Download:3/0
  |  
Submit date:2021/05/13
62K05
62K99
Apporximately linear model
Decision theory
Nonparametric regression model
Optimal design
Uniform design
Uniform design measure