Varying Coefficient Mediation Model and Application to Analysis of Behavioral…
This paper is concerned with causal mediation analysis with varying indirect and direct effects. We propose a varying coefficient mediation model, which can also be viewed as an extension of modera…
High-Dimensional Mediation Analysis for Selecting DNA Methylation Loci Mediat…
Childhood trauma tends to influence cortisol stress reactivity through the mediating effects of DNA methylation. Houtepen et al. conducted a study to investigate the role of DNA methylation in cort…
Model-Free Feature Screening and FDR Control With Knockoff Features
This article proposes a model-free and data-adaptive feature screening method for ultrahigh-dimensional data. The proposed method is based on the projection correlation which measures the dependenc…
Sequential Text-Term Selection in Vector Space Models
Text mining has recently attracted a great deal of attention with the accumulation of text documents in all fields. In this article, we focus on the use of textual information to explain continuous…
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