211 citations · 348 across the 9 of their papers we have counts for
9 papers
Variance Estimation and Confidence Intervals from High-dimensional Genome-wide Association Studies Through Misspecified Mixed Model Analysis
Cecilia Dao, Jiming Jiang, Debashis Paul +1
We study variance estimation and associated confidence intervals for parameters characterizing genetic effects from genome-wide association studies (GWAS) misspecified mixed model…
Subsampled Optimization: Statistical Guarantees, Mean Squared Error Approximation, and Sampling Method
Rong Zhu, Jiming Jiang
For optimization on large-scale data, exactly calculating its solution may be computationally difficulty because of the large size of the data. In this paper we consider subsampled…
A Unified Monte-Carlo Jackknife for Small Area Estimation after Model Selection
Jiming Jiang, P. Lahiri, Thuan Nguyen
We consider estimation of measure of uncertainty in small area estimation (SAE) when a procedure of model selection is involved prior to the estimation. A unified Monte-Carlo jackk…
High-dimensional genome-wide association study and misspecified mixed model analysis
Jiming Jiang, Cong Li, Debashis Paul +2
We study behavior of the restricted maximum likelihood (REML) estimator under a misspecified linear mixed model (LMM) that has received much attention in recent gnome-wide associat…
The subset argument and consistency of MLE in GLMM: Answer to an open problem and beyond
Jiming Jiang
We give answer to an open problem regarding consistency of the maximum likelihood estimators (MLEs) in generalized linear mixed models (GLMMs) involving crossed random effects. The…
Fence methods for mixed model selection
Jiming Jiang, J. Sunil Rao, Zhonghua Gu +1
Many model search strategies involve trading off model fit with model complexity in a penalized goodness of fit measure. Asymptotic properties for these types of procedures in sett…