Mengqi Xie

Conference Journal of Clinical Oncology · June 1, 2026 5018Background: mCRPC is characterized by marked molecular heterogeneity and variable ... Full text Cite

Heterogeneity learning in distributed networks with large-scale survival data.

Journal article Biometrics · April 2026 This paper considers survival analysis of large-scale data distributed across heterogeneous network nodes. We propose a novel method, the Distributed Spanning-Tree-Based Fused Lasso (DSTFL), for Cox regression in distributed settings. By employing a minimu ... Full text Cite

A partially linear model for longitudinal data using deep neural networks

Journal article Science China Mathematics · January 1, 2026 Deep learning approaches have achieved great success in both applications and theoretical studies in recent years. In this paper, we study a partially linear regression model for longitudinal data, with the nonparametric component approximated by a deep ne ... Full text Cite

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