Mediation analysis using semi-parametric shape-restricted regression with applications

DOI10.1007/s13571-024-00336-wMaRDI QIDQ6635362

Shyamal D. Peddada, Qing Yin, Jong-Hyeon Jeong, Xu Qin, Jennifer J. Adibi

Publication date: 9 November 2024

Published in: Sankhyā. Series B (Search for Journal in Brave)

zbMATH Keywords

regression splinemediation analysisconstrained inferenceshape-restricted inferencebirth-weighthuman chorionic gonadotropin (hCG)pesticides exposureplacental-fetal hormones

Mathematics Subject Classification ID

Parametric inference under constraints (62F30) Causal inference from observational studies (62D20)

Cites Work

• Detecting Causality in Complex Ecosystems
• Inference using shape-restricted regression splines
• Shape detection using semi-parametric shape-restricted mixed effects regression spline with applications
• Compositional mediation analysis for microbiome studies
• On Polya frequency functions. IV: The fundamental spline functions and their limits
• Constrained Partial Linear Regression Splines
• A Simple New Algorithm for Quadratic Programming with Applications in Statistics
• Threshold knot selection for large-scale spatial models with applications to theDeepwater Horizondisaster
• Linear Statistical Inference and its Applications

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