Regularization Methods for High-Dimensional Instrumental Variables Regression With an Application to Genetical Genomics

Endogeneity in high dimensions

(2014) Jianqing Fan et al.   ANNALS OF STATISTICS

Model selection principles in misspecified models

(2013) Jinchi Lv et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

On the robustness of the adaptive lasso to model misspecification

(2012) W. Lu et al.   BIOMETRIKA

Covariate-adjusted precision matrix estimation with an application in genetical genomics

(2012) T. T. Cai et al.   BIOMETRIKA

Sparse Models and Methods for Optimal Instruments With an Application to Eminent Domain

(2012)   ECONOMETRICA

A regularization approach to the many instruments problem

(2012) Marine Carrasco   JOURNAL OF ECONOMETRICS

Sparse Reduced-Rank Regression for Simultaneous Dimension Reduction and Variable Selection

(2012) Lisha Chen et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

High-Dimensional Sparse Additive Hazards Regression

(2012) Wei Lin et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Tissue specificity of genetic regulation of gene expression

(2012) Harald H H Göring   NATURE GENETICS

Joint Modelling of Confounding Factors and Prominent Genetic Regulators Provides Increased Accuracy in Genetical Genomics Studies

(2012) Nicoló Fusi et al.   PLoS Computational Biology

Patterns of Cis Regulatory Variation in Diverse Human Populations

(2012) Barbara E. Stranger et al.   PLoS Genetics

Nonconcave Penalized Likelihood With NP-Dimensionality

(2011) Jianqing Fan et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Minimax Rates of Estimation for High-Dimensional Linear Regression Over $\ell_q$-Balls

(2011) Garvesh Raskutti et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Instrumental variable estimation in the presence of many moment conditions

(2011) Ryo Okui   JOURNAL OF ECONOMETRICS

Correcting for Population Stratification in Genomewide Association Studies

(2011) D. Y. Lin et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

SparseNet: Coordinate Descent With Nonconvex Penalties

(2011) Rahul Mazumder et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Reduced rank stochastic regression with a sparse singular value decomposition

(2011) Kun Chen et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

The Mouse Genome Database (MGD): comprehensive resource for genetics and genomics of the laboratory mouse

(2011) J. T. Eppig et al.   NUCLEIC ACIDS RESEARCH

Nearly unbiased variable selection under minimax concave penalty

(2010) Cun-Hui Zhang   ANNALS OF STATISTICS

Expression Quantitative Trait Loci: Replication, Tissue- and Sex-Specificity in Mice

(2010) A. van Nas et al.   GENETICS

Insulin-like Growth Factor-binding Protein-5-induced Laminin γ1 Transcription Requires Filamin A

(2010) Christine K. Abrass et al.   JOURNAL OF BIOLOGICAL CHEMISTRY

Sparse Multivariate Regression With Covariance Estimation

(2010) Adam J. Rothman et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Stability selection

(2010) Nicolai Meinshausen et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Assumptions of IV Methods for Observational Epidemiology

(2010) Vanessa Didelez et al.   STATISTICAL SCIENCE

Simultaneous analysis of Lasso and Dantzig selector

(2009) Peter J. Bickel et al.   ANNALS OF STATISTICS

A unified approach to model selection and sparse recovery using regularized least squares

(2009) Jinchi Lv et al.   ANNALS OF STATISTICS

LASSO-TYPE GMM ESTIMATOR

(2009) Mehmet Caner   ECONOMETRIC THEORY

Estimation With Many Instrumental Variables

(2008) Christian Hansen et al.   JOURNAL OF BUSINESS & ECONOMIC STATISTICS

Plasma glycosylphosphatidylinositol-specific phospholipase D predicts the change in insulin sensitivity in response to a low-fat but not a low-carbohydrate diet in obese women

(2008) Dona L. Gray et al.   METABOLISM-CLINICAL AND EXPERIMENTAL

Genetics of gene expression and its effect on disease

(2008) Valur Emilsson et al.   NATURE

Mendelian randomization: Using genes as instruments for making causal inferences in epidemiology

(2007) Debbie A. Lawlor et al.   STATISTICS IN MEDICINE