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stat.ME2025
High-dimensional inference for single-index model with latent factors
Yanmei Shi, Meiling Hao, Yanlin Tang +2
Models with latent factors recently attract a lot of attention. However, most investigations focus on linear regression models and thus cannot capture nonlinearity. To address this…
stat.ME2022
Model-Free Statistical Inference on High-Dimensional Data
Xu Guo, Runze Li, Zhe Zhang +1
This paper aims to develop an effective model-free inference procedure for high-dimensional data. We first reformulate the hypothesis testing problem via sufficient dimension reduc…