Author

Zixuan Yao

2 papers indexed here

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Preprint Sep 2026

Bridging Local and Population Causal Effects: A Proximal Instrumental Variable Approach

Instrumental variable (IV) methods address treatment endogeneity, but with non-compliance and heterogeneous treatment effects a binary instrument generally identifies the local average treatment effect (LATE) among compliers rather than the population average treatment effect (ATE). When treatment effects and complianc...

Zi-Xuan Yao, G. Yin · 0 citations

Open access Aug 2026

Machine learning-based model to predict liposuction outcomes in unilateral breast cancer-related lymphedema

Although not possessing the highest AUC, the SVM demonstrated exceptional resistance to overfitting, evidenced by a minimal AUC decrement of merely 0.0298 from the training to the validation set, underscoring its tangible clinical utility.

Shuai Pang, Hao Dong, Zhetan Ren et al. · Frontiers in Oncology · 0 citations