Sufficient dimension reduction on partially nonlinear index models with applications to medical costs analysis.

Modeling medical costs is a crucial task in health economics, especially when high-dimensional covariates and nonlinear effects are present. In this study, we propose a partially nonlinear index model (PNIM) that integrates partially sufficient dimension reduction with a rapid instrumental variable...

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Bibliographic Details
Main Authors: Xiaobing Zhao, Yufeng Xia, Xuan Xu
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2025-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0321796
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