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Journal of Machine Learning Research, ISSN 1532-4435, 08/2016, Volume 17, pp. 1 - 22
Journal Article
Journal of the Royal Statistical Society. Series B (Statistical Methodology), ISSN 1369-7412, 1/2009, Volume 71, Issue 1, pp. 127 - 142
Journal Article
SIAM Journal on Scientific Computing, ISSN 1064-8275, 2012, Volume 34, Issue 5, pp. A2792 - A2811
The Dantzig selector was recently proposed to perform variable selection and model fitting in the linear regression model. It can be solved numerically by the... 
Alternating direction method of multipliers | Linear regression | Linearized | Dantzig selector | MATHEMATICS, APPLIED | linear regression | BREGMAN ITERATIONS | CANCER | PREDICTION | alternating direction method of multipliers | CONVEX | SHRINKAGE | linearized | REGULARIZATION | LARGER | STATISTICAL ESTIMATION
Journal Article
Bernoulli, ISSN 1350-7265, 8/2009, Volume 15, Issue 3, pp. 799 - 828
Let $Y_{j}=f_{\ast}(X_{j})+\xi _{j},\quad j=1,\ldots ,n$ , where $X,X_{1},\ldots ,X_{n}$ are i.i.d. random variables in a measurable space (S, ${\cal A}$ )... 
Dictionaries | Logical proofs | Mathematical constants | Coordinate systems | Mathematical vectors | Mathematical inequalities | Random variables | Regression analysis | Estimators | Oracles | Regression | Sparsity | Oracle inequalities | Dantzig selector | LARGE UNDERDETERMINED SYSTEMS | oracle inequalities | regression | RECONSTRUCTION | EQUATIONS | STATISTICS & PROBABILITY | sparsity
Journal Article
Biometrika, ISSN 0006-3444, 6/2009, Volume 96, Issue 2, pp. 323 - 337
Journal Article
IEEE Transactions on Information Theory, ISSN 0018-9448, 11/2014, Volume 60, Issue 11, pp. 7293 - 7299
Journal Article
Statistical Inference for Stochastic Processes, ISSN 1387-0874, 10/2019, Volume 22, Issue 3, pp. 475 - 498
In this paper, a linear model of diffusion processes with unknown drift and diagonal diffusion matrices is discussed. We will consider the estimation problems... 
Sparse estimation | Diffusion process | Probability Theory and Stochastic Processes | Statistical Theory and Methods | Mathematics | 62F12 | 62H12 | Dantzig selector | High-dimension | Variable selection
Journal Article
Journal Article
Applied Numerical Mathematics, ISSN 0168-9274, 03/2018, Volume 125, pp. 23 - 50
This paper studies algorithms for solving quadratically constrained minimization and Dantzig selector which have recently been widely used to tackle sparse... 
[formula omitted]-Minimization | Sparse recovery | Total-variation | Dantzig selector | Proximity operator | Minimization
Journal Article
Statistica Sinica, ISSN 1017-0405, 4/2013, Volume 23, Issue 2, pp. 615 - 634
Consistency of model selection hinges on the correlation between significant and insignificant predictors for "large p, small n" problems. Thus,... 
Baptists | Integers | Sample size | Economic forecasting models | General | Matrices | Random variables | Regression analysis | Modeling | Consistent estimators | Estimators | Dantzig selector | Consistency | Irrepresentable Conditions | ADAPTIVE LASSO | STATISTICS & PROBABILITY | VARIABLE SELECTION | ORACLE PROPERTIES
Journal Article
Journal of Statistical Planning and Inference, ISSN 0378-3758, 2009, Volume 139, Issue 7, pp. 2362 - 2372
A supersaturated design is a design whose run size is not enough for estimating all the main effects. It is commonly used in screening experiments, where the... 
Factor sparsity | Linear programming | Akaike information criterion | Profile plot | Supersaturated design | Screening experiment | Dantzig selector | REGRESSION | STRATEGY | STATISTICS & PROBABILITY | MODEL SELECTION | CONSTRUCTION | LARGER | STATISTICAL ESTIMATION
Journal Article
Statistica Sinica, ISSN 1017-0405, 1/2014, Volume 24, Issue 1, pp. 251 - 268
Journal Article
Journal of Machine Learning Research, ISSN 1532-4435, 04/2012, Volume 13, pp. 1189 - 1219
We consider the following sparse signal recovery (or feature selection) problem: given a design matrix X is an element of R-nxm (m >> n) and a noisy... 
Sparse signal recovery | Dantzig selector | Multi-stage | LASSO | sparse signal recovery | multi-stage | RECOVERY | CONSISTENCY | MODEL SELECTION | VARIABLE SELECTION | AUTOMATION & CONTROL SYSTEMS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Journal Article
Communications in Mathematical Sciences, ISSN 1539-6746, 2017, Volume 15, Issue 8, pp. 2387 - 2393
Journal Article
Journal of Statistical Planning and Inference, ISSN 0378-3758, 02/2017, Volume 181, pp. 62 - 70
The Dantzig selector for the proportional hazards model proposed by D.R. Cox is studied in a high-dimensional and sparse setting. We prove the consistency for... 
Dantzig selector | Consistency | Proportional hazards model
Journal Article
Journal of Statistical Planning and Inference, ISSN 0378-3758, 02/2017, Volume 181, pp. 62 - 70
The Dantzig selector for the proportional hazards model proposed by D.R. Cox is studied in a high-dimensional and sparse setting. We prove the l consistency... 
Dantzig selector | Consistency | Proportional hazards model
Journal Article
系统科学与复杂性:英文版, ISSN 1009-6124, 2016, Volume 29, Issue 4, pp. 1123 - 1144
Journal Article
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, ISSN 0378-3758, 02/2017, Volume 181, pp. 62 - 70
The Dantzig selector for the proportional hazards model proposed by D.R. Cox is studied in a high-dimensional and sparse setting. We prove the lq consistency... 
COUNTING-PROCESSES | INEQUALITIES | Consistency | LASSO | STATISTICS & PROBABILITY | VARIABLE SELECTION | Dantzig selector | Proportional hazards model
Journal Article
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