2 papers
stat.ME2026
Neural Network Machine Regression (NNMR): A Deep Learning Framework for Uncovering High-order Synergistic Effects
Jiuchen Zhang, Ling Zhou, Peter Song
We propose a new neural network framework, termed Neural Network Machine Regression (NNMR), which integrates trainable input gating and adaptive depth regularization to jointly per…
stat.AP2026
Model-Assisted Causal Inference for the Treatment Effect on Recurrent Events in the Presence of Terminal Events
Yiyuan Huang, Ling Zhou, Min Zhang +1
This paper is motivated by evaluating the benefits of patients receiving mechanical circulatory support (MCS) devices in end-stage heart failure management inference, in which hypo…