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03/10/2021
A fusion learning method to subgroup analysis for longitudinal trajectories
Uncovering the heterogeneity in the disease progression of Alzheimer's i...
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10/17/2020
Markov Neighborhood Regression for High-Dimensional Inference
This paper proposes an innovative method for constructing confidence int...
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05/07/2018
An Application of PC-AiR Method for Population Structure Inference in the Presence of Sample Relatedness
In this paper, we introduce the PC-AiR method for robust inference of po...
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05/07/2018
Learning Multiple Gene Regulatory Networks in Type 1 Diabetes through a Fast Bayesian Integrative Method
Accurate inference of Gene Regulatory Networks (GRNs) is pivotal to gain...
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05/07/2018
Learning Gene Regulatory Networks with High-Dimensional Heterogeneous Data
The Gaussian graphical model is a widely used tool for learning gene reg...
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05/04/2018
Mixture Envelope Model for Heterogeneous Genomics Data Analysis
Envelope model also known as multivariate regression model was proposed ...
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02/06/2018
An Imputation-Consistency Algorithm for High-Dimensional Missing Data Problems and Beyond
Missing data are frequently encountered in high-dimensional problems, bu...
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01/18/2018