A structured brain‐wide and genome‐wide association study using ADNI PET images

DOI10.1002/cjs.11605OpenAlexW3129894561MaRDI QIDQ6059497

Bin Nan, Yanming Li, Ji Zhu

Publication date: 2 November 2023

Published in: Canadian Journal of Statistics (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1002/cjs.11605

zbMATH Keywords

brain-wide and genome-wide association studiesmultivariate sparse group Lassostructured high-dimensional multivariate linear regressionultrahigh-dimensional predictorsultrahigh-dimensional responses

Mathematics Subject Classification ID

Statistics (62-XX)

Cites Work

• On asymptotically optimal confidence regions and tests for high-dimensional models
• Valid post-selection inference
• Fast identification of biological pathways associated with a quantitative trait using group lasso with overlaps
• Consistent group selection in high-dimensional linear regression
• Valid post-selection inference in model-free linear regression
• Simultaneous analysis of Lasso and Dantzig selector
• Multivariate sparse group lasso for the multivariate multiple linear regression with an arbitrary group structure
• Stability Selection
• Multiclass linear discriminant analysis with ultrahigh‐dimensional features
• Model Selection and Estimation in Regression with Grouped Variables

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