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stat.ME2026
Conditional Distribution Estimation Given Functional Covariates Using Deep Operator Networks
Bingqing Hu, Ran Zou, Bin Nan
Functional linear models are commonly used for analyzing functional data with scalar responses, particularly for modeling the conditional mean of the response given functional cova…
stat.ME2025
Nonparametric Estimation of Conditional Survival Function with Time-Varying Covariates Using DeepONet
Bingqing Hu, Bin Nan
Traditional survival models often rely on restrictive assumptions such as proportional hazards or instantaneous effects of time-varying covariates on the hazard function, which lim…