相关参考文献
注意:仅列出部分参考文献,下载原文获取全部文献信息。ORACLE INEQUALITIES FOR THE LASSO IN THE COX MODEL
Jian Huang et al.
ANNALS OF STATISTICS (2013)
Large covariance estimation by thresholding principal orthogonal complements
Jianqing Fan et al.
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY (2013)
FAST GLOBAL CONVERGENCE OF GRADIENT METHODS FOR HIGH-DIMENSIONAL STATISTICAL RECOVERY
Alekh Agarwal et al.
ANNALS OF STATISTICS (2012)
NOISY MATRIX DECOMPOSITION VIA CONVEX RELAXATION: OPTIMAL RATES IN HIGH DIMENSIONS
Alekh Agarwal et al.
ANNALS OF STATISTICS (2012)
FACTOR MODELING FOR HIGH-DIMENSIONAL TIME SERIES: INFERENCE FOR THE NUMBER OF FACTORS
Clifford Lam et al.
ANNALS OF STATISTICS (2012)
HIGH-DIMENSIONAL SEMIPARAMETRIC GAUSSIAN COPULA GRAPHICAL MODELS
Han Liu et al.
ANNALS OF STATISTICS (2012)
HIGH-DIMENSIONAL REGRESSION WITH NOISY AND MISSING DATA: PROVABLE GUARANTEES WITH NONCONVEXITY
Po-Ling Loh et al.
ANNALS OF STATISTICS (2012)
REGULARIZED RANK-BASED ESTIMATION OF HIGH-DIMENSIONAL NONPARANORMAL GRAPHICAL MODELS
Lingzhou Xue et al.
ANNALS OF STATISTICS (2012)
ROBUST RANK CORRELATION BASED SCREENING
Gaorong Li et al.
ANNALS OF STATISTICS (2012)
Discoidin domain receptor tyrosine kinases: new players in cancer progression
Rajeshwari R. Valiathan et al.
CANCER AND METASTASIS REVIEWS (2012)
Personal Omics Profiling Reveals Dynamic Molecular and Medical Phenotypes
Rui Chen et al.
CELL (2012)
Principled sure independence screening for Cox models with ultra-high-dimensional covariates
Sihai Dave Zhao et al.
JOURNAL OF MULTIVARIATE ANALYSIS (2012)
Phase transition in limiting distributions of coherence of high-dimensional random matrices
T. Tony Cai et al.
JOURNAL OF MULTIVARIATE ANALYSIS (2012)
Estimating False Discovery Proportion Under Arbitrary Covariance Dependence
Jianqing Fan et al.
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2012)
Feature Screening via Distance Correlation Learning
Runze Li et al.
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2012)
Variance Estimation Using Refitted Cross-Validation in Ultrahigh Dimensional Regression
Jianqing Fan et al.
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY (2012)
Detecting outliers in high-dimensional neuroimaging datasets with robust covariance estimators
Virgile Fritsch et al.
MEDICAL IMAGE ANALYSIS (2012)
EFFICIENCY OF COORDINATE DESCENT METHODS ON HUGE-SCALE OPTIMIZATION PROBLEMS
Yu Nesterov
SIAM JOURNAL ON OPTIMIZATION (2012)
Distributed GraphLab: A Framework for Machine Learning and Data Mining in the Cloud
Yucheng Low et al.
PROCEEDINGS OF THE VLDB ENDOWMENT (2012)
Variance estimation using refitted cross-validation in ultrahigh dimensional regression
Jianqing Fan et al.
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY (2012)
POSTERIOR CONSISTENCY OF NONPARAMETRIC CONDITIONAL MOMENT RESTRICTED MODELS
Yuan Liao et al.
ANNALS OF STATISTICS (2011)
Would the field of cognitive neuroscience be advanced by sharing functional MRI data?
Kristina M. Visscher et al.
BMC MEDICINE (2011)
Making a definitive diagnosis: Successful clinical application of whole exome sequencing in a child with intractable inflammatory bowel disease
Elizabeth A. Worthey et al.
GENETICS IN MEDICINE (2011)
Robust Principal Component Analysis?
Emmanuel J. Candes et al.
JOURNAL OF THE ACM (2011)
Nonparametric Independence Screening in Sparse Ultra-High-Dimensional Additive Models
Jianqing Fan et al.
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2011)
A Direct Estimation Approach to Sparse Linear Discriminant Analysis
Tony Cai et al.
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2011)
Adaptive Thresholding for Sparse Covariance Matrix Estimation
Tony Cai et al.
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2011)
A Constrained l1 Minimization Approach to Sparse Precision Matrix Estimation
Tony Cai et al.
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2011)
Twitter mood predicts the stock market
Johan Bollen et al.
JOURNAL OF COMPUTATIONAL SCIENCE (2011)
SURE INDEPENDENCE SCREENING IN GENERALIZED LINEAR MODELS WITH NP-DIMENSIONALITY
Jianqing Fan et al.
ANNALS OF STATISTICS (2010)
NEARLY UNBIASED VARIABLE SELECTION UNDER MINIMAX CONCAVE PENALTY
Cun-Hui Zhang
ANNALS OF STATISTICS (2010)
A Data-Adaptive Sum Test for Disease Association with Multiple Common or Rare Variants
Fang Han et al.
HUMAN HEREDITY (2010)
Correlated z-Values and the Accuracy of Large-Scale Statistical Estimates
Bradley Efron
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2010)
l1-penalization for mixture regression models
Nicolas Staedler et al.
TEST (2010)
The case for cloud computing in genome informatics
Lincoln D. Stein
GENOME BIOLOGY (2010)
SIMULTANEOUS ANALYSIS OF LASSO AND DANTZIG SELECTOR
Peter J. Bickel et al.
ANNALS OF STATISTICS (2009)
Using Generalized Correlation to Effect Variable Selection in Very High Dimensional Problems
Peter Hall et al.
JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS (2009)
Empirical null and false discovery rate analysis in neuroimaging
Armin Schwartzman et al.
NEUROIMAGE (2009)
An overview of recent developments in genomics and associated statistical methods
Peter J. Bickel et al.
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES (2009)
CUR matrix decompositions for improved data analysis
Michael W. Mahoney et al.
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2009)
A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems
Amir Beck et al.
SIAM JOURNAL ON IMAGING SCIENCES (2009)
COORDINATE DESCENT ALGORITHMS FOR LASSO PENALIZED REGRESSION
Tong Tong Wu et al.
ANNALS OF APPLIED STATISTICS (2008)
HIGH-DIMENSIONAL CLASSIFICATION USING FEATURES ANNEALED INDEPENDENCE RULES
Jianqing Fan et al.
ANNALS OF STATISTICS (2008)
One-step sparse estimates in nonconcave penalized likelihood models
Hui Zou et al.
ANNALS OF STATISTICS (2008)
COVARIANCE REGULARIZATION BY THRESHOLDING
Peter J. Bickel et al.
ANNALS OF STATISTICS (2008)
An introduction to compressive sampling
Emmanuel J. Candes et al.
IEEE SIGNAL PROCESSING MAGAZINE (2008)
High dimensional covariance matrix estimation using a factor model
Jianqing Fan et al.
JOURNAL OF ECONOMETRICS (2008)
Enhancing Sparsity by Reweighted l1 Minimization
Emmanuel J. Candes et al.
JOURNAL OF FOURIER ANALYSIS AND APPLICATIONS (2008)
Theoretical measures of relative performance of classifiers for high dimensional data with small sample sizes
Peter Hall et al.
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY (2008)
Sure independence screening for ultrahigh dimensional feature space
Jianqing Fan et al.
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY (2008)
Sparse MRI: The application of compressed sensing for rapid MR imaging
Michael Lustig et al.
MAGNETIC RESONANCE IN MEDICINE (2007)
PATHWISE COORDINATE OPTIMIZATION
Jerome Friedman et al.
ANNALS OF APPLIED STATISTICS (2007)
Gradient Projection for Sparse Reconstruction: Application to Compressed Sensing and Other Inverse Problems
Mario A. T. Figueiredo et al.
IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING (2007)
The Dantzig selector:: Statistical estimation when p is much larger than n
Emmanuel Candes et al.
ANNALS OF STATISTICS (2007)
Variable selection in finite mixture of regression models
Abbas Khalili et al.
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2007)
Capturing heterogeneity in gene expression studies by surrogate variable analysis
Jeffrey T. Leek et al.
PLOS GENETICS (2007)
Compressed sensing
DL Donoho
IEEE TRANSACTIONS ON INFORMATION THEORY (2006)
Extensions of compressed sensing
Y Tsaig et al.
SIGNAL PROCESSING (2006)
Variable selection using MM algorithms
DR Hunter et al.
ANNALS OF STATISTICS (2005)
The generalized dynamic factor model: One-sided estimation and forecasting
M Forni et al.
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2005)
Multiple rare Alleles contribute to low plasma levels of HDL cholesterol
JC Cohen et al.
SCIENCE (2004)
An iterative thresholding algorithm for linear inverse problems with a sparsity constraint
I Daubechies et al.
COMMUNICATIONS ON PURE AND APPLIED MATHEMATICS (2004)
Optimally sparse representation in general (nonorthogonal) dictionaries via l1 minimization
DL Donoho et al.
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2003)
ArrayExpress - a public repository for microarray gene expression data at the EBI
A Brazma et al.
NUCLEIC ACIDS RESEARCH (2003)
Inferential theory for factor models of large dimensions.
J Bai
ECONOMETRICA (2003)
The positive false discovery rate: A Bayesian interpretation and the q-value
JD Storey
ANNALS OF STATISTICS (2003)
Forecasting using principal components from a large number of predictors
JH Stock et al.
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2002)
Gene Expression Omnibus: NCBI gene expression and hybridization array data repository
R Edgar et al.
NUCLEIC ACIDS RESEARCH (2002)
Determining the number of factors in approximate factor models
JS Bai et al.
ECONOMETRICA (2002)
Variable selection via nonconcave penalized likelihood and its oracle properties
JQ Fan et al.
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2001)
Regularization of wavelet approximations
A Antoniadis et al.
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2001)