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Confidence Intervals De-biased estimator High-dimensional inference

BACKGROUND: Identifying gene interactions is a topic of great importance in genomics, and approaches based on network models provide a powerful tool for studying these. Assuming a Gaussian graphical model, a gene association...

Cancer genomics Gene networks Genomics Graphical lasso High-dimensional inference Integrative analysis multiomics network models Protein–protein interaction networks Weighted graphical lasso Algorithms Gene Regulatory Networks Genomics Normal Distribution Protein Interaction Maps

Abstract: Background: Identifying gene interactions is a topic of great importance in genomics, and approaches based on network models provide a powerful tool for studying these. Assuming a Gaussian graphical model, a gene...

Methodology Article Graphical lasso Weighted graphical lasso High-dimensional inference network models Genomics multiomics Gene networks Protein–protein interaction networks Cancer genomics Integrative analysis