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Journal of the American Statistical Association, ISSN 1537-274X, 2011, Volume 106, Issue 494, pp. 672 - 684
Journal Article
IEEE transactions on signal processing, ISSN 1941-0476, 2013, Volume 61, Issue 23, pp. 5987 - 5999
Journal Article
Journal Article
IEEE Transactions on Signal Processing, ISSN 1053-587X, 09/2013, Volume 61, Issue 17, pp. 4347 - 4359
Journal Article
G3 (Bethesda, Md.), ISSN 2160-1836, 2012, Volume 2, Issue 11, pp. 1405 - 1413
Journal Article
Biometrika, ISSN 1464-3510, 2011, Volume 98, Issue 4, pp. 807 - 820
Journal Article
Journal of the American Statistical Association, ISSN 0162-1459, 2017, Volume 112, Issue 517, pp. 254 - 265
Journal Article
Entropy (Basel, Switzerland), ISSN 1099-4300, 2018, Volume 20, Issue 9, p. 632
Relative error estimation has been recently used in regression analysis. A crucial issue of the existing relative error estimation procedures is that they are sensitive to outliers... 
γ-divergence | Robust estimation | Relative error estimation | REGRESSION | PHYSICS, MULTIDISCIPLINARY | relative error estimation | VARIABLE SELECTION | gamma-divergence | PREDICTION | MODELS | SHRINKAGE | robust estimation | DIVERGING NUMBER | DIVERGENCE | REGULARIZATION | LIKELIHOOD | Statistics - Methodology
Journal Article
Journal Article
Journal of multivariate analysis, ISSN 0047-259X, 2015, Volume 139, pp. 360 - 384
Covariance matrix estimation and principal component analysis (PCA) are two cornerstones of multivariate analysis... 
Large-dimensional asymptotics | Covariance matrix eigenvalues | Nonlinear shrinkage | Principal component analysis | EIGENVALUES | FACTOR MODEL | ROBUST | REGRESSION-MODELS | STATISTICS & PROBABILITY | EMPIRICAL DISTRIBUTION | Monte Carlo method | Analysis
Journal Article
IEEE transactions on signal processing, ISSN 1941-0476, 2015, Volume 63, Issue 12, pp. 3139 - 3153
This paper is concerned about sparse, continuous frequency estimation in line spectral estimation, and focused on developing gridless sparse methods which overcome grid mismatches and correspond... 
frequency splitting | gridless SPICE (GLS) | Noise | Estimation | line spectral estimation | Atomic norm | SPICE | Frequency estimation | model order selection | Covariance matrices | Optimization | Atomic clocks | PARAMETER-ESTIMATION | MISSING DATA | SIGNALS | SQUARE-ROOT LASSO | ALGORITHMS | ENGINEERING, ELECTRICAL & ELECTRONIC | SOURCE LOCALIZATION | RECOVERY | REGRESSION SHRINKAGE | MODEL-ORDER | Spectra (Spectroscopy) | Research
Journal Article
The Annals of statistics, ISSN 0090-5364, 2012, Volume 40, Issue 2, pp. 1024 - 1060
.... In the absence of further knowledge about the structure of the true covariance matrix, the most successful approach so far, arguably, has been shrinkage estimation... 
Monte Carlo methods | Sample size | Eigenvalues | Population estimates | Eigenvectors | Covariance matrices | Rotation | Estimators | Consistent estimators | Oracles | Rotation equivariance | Large-dimensional asymptotics | Nonlinear shrinkage | EIGENVALUES | rotation equivariance | nonlinear shrinkage | MODELS | LIMITING SPECTRAL DISTRIBUTION | STATISTICS & PROBABILITY | 15A52 | 62G20 | 62H12
Journal Article
IEEE Transactions on Signal Processing, ISSN 1053-587X, 03/2014, Volume 62, Issue 5, pp. 1078 - 1092
Journal Article
IEEE Signal Processing Letters, ISSN 1070-9908, 12/2002, Volume 9, Issue 12, pp. 438 - 441
Journal Article
Behavior Research Methods, ISSN 1554-351X, 3/2016, Volume 48, Issue 1, pp. 42 - 52
Journal Article