Webtesting problem in high-dimensional single-index model. Suitable test statistic is introduced and its asymptotic normality is also established. The paper is organized as … WebCorpus ID: 26384446; High-dimensional Non-Gaussian Single Index Models via Thresholded Score Function Estimation @inproceedings{Yang2024HighdimensionalNS, title={High-dimensional Non-Gaussian Single Index Models via Thresholded Score Function Estimation}, author={Zhuoran Yang and Krishnakumar Balasubramanian and …
Inference In General Single-Index Models Under High-dimensional …
WebThe problem of statistical inference for regression coefficients in a high-dimensional single-index model is considered. Under elliptical symmetry, the single index model can be reformulated as a proxy linear model whose regression parameter is identifiable. We construct estimates of the regression coefficients of interest that are similar to ... WebWe propose a robust inference method for high‐dimensional single index models with an unknown link function and elliptically symmetrically distributed covariates, focusing on … mobile air conditioner for bays
Inference on High-dimensional Single-index Models with …
Web8 de set. de 2024 · Inference In General Single-Index Models Under High-dimensional Symmetric Designs. We consider the problem of statistical inference for a finite number … Web2 de fev. de 2024 · PDF On Feb 2, 2024, Leheng Cai and others published Tests for high-dimensional single-index models * Find, read and cite all the research you need on … WebNon-Gaussian Single Index Models via Thresholded Score Function Estimation 1.1. Challenges of the Single Index Models There are significant challenges that appear when we are dealing with estimators for SIMs. They can be summa-rized as assumptions on either the link function or the data distribution (for example, non-Gaussian assumption). 1. injera bread health benefits