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Ke-Xuan Li

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#machine learning Preprint Sep 2026

Generalized Deep Regression for Repeated Measurements

This paper studies the estimation of a marginal regression function from independent units with repeated binary, count, or continuous responses using ReLU deep neural networks, and derives an oracle inequality for unequal cluster sizes and a rate for compositionally smooth functions.

Ke-Xuan Li · 0 citations
Preprint Aug 2026

A Deep Learning Model for Spatially Clustered Data via Differentiable Cluster Assignment

Simulations show that joint estimation is useful when regression surfaces change abruptly across spatial boundaries, including settings with nonlinear effects, unequal region sizes, preferential sampling, and spatially correlated errors.

Ke-Xuan Li, Wei-Dong Ma · 0 citations

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