Author

G. Fu

2 papers indexed here

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Jul 2026

Longitudinal Random Forests for Sparse and Irregular Response Trajectories

A novel Longitudinal Random Forest framework that leverages tree-based ensemble machine learning with adaptive node-wise longitudinal trajectory estimation with comprehensive interpretation of covariates using both the classical trajectory-based permutation variable importance measure and a newly proposed finite-way in...

Yangsheng Wang, Xiaotian Dai, H. Fu et al. · arXiv.org · 0 citations

Jul 2026

An Integrated Deep Learning and Statistical Framework for Whole-Network Gene-Environment Association with Leaf Vascular Architecture

Application to a real Populus dataset identifies three significant gene--geography interactions associated with leaf vascular architecture, providing new biological insights and establishing a broadly applicable methodological framework for high-dimensional complex image phenotypes.

Geran Zhao, Yangsheng Wang, Xiaotian Dai et al. · arXiv.org · 0 citations