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04/29/2021
Dynamic Gene Coexpression Analysis with Correlation Modeling
In many transcriptomic studies, the correlation of genes might fluctuate...
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03/14/2021
VCNet and Functional Targeted Regularization For Learning Causal Effects of Continuous Treatments
Motivated by the rising abundance of observational data with continuous ...
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09/05/2019
Estimation and inference in metabolomics with non-random missing data and latent factors
High throughput metabolomics data are fraught with both non-ignorable mi...
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08/17/2018
Estimating and accounting for unobserved covariates in high dimensional correlated data
Many high dimensional and high-throughput biological datasets have compl...
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06/06/2018
Identifying Heritable Communities of Microbiome by Root-Unifrac and Wishart Distribution
We introduce a method to identify heritable microbiome communities when ...
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01/03/2018
Accounting for unobserved covariates with varying degrees of estimability in high dimensional biological data
An important phenomenon in high dimensional biological data is the prese...
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01/03/2018