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The Annals of Statistics, ISSN 0090-5364, 2/1997, Volume 25, Issue 1, pp. 387 - 413
Journal Article
Journal Article
Journal Article
The Annals of Statistics, ISSN 0090-5364, 8/2007, Volume 35, Issue 4, pp. 1674 - 1697
Journal Article
The Annals of Statistics, ISSN 0090-5364, 10/2015, Volume 43, Issue 5, pp. 2296 - 2325
We suggest a new method, called Functional Additive Regression, or FAR, for efficiently performing high-dimensional functional regression. FAR extends the... 
Shrinkage | Functional regression | Single index model | Variable selection | NONCONCAVE PENALIZED LIKELIHOOD | SINGLE | ESTIMATORS | STATISTICS & PROBABILITY | single index model | variable selection | MODEL | shrinkage | 62G20 | 62G08
Journal Article
Journal Article
Journal of the Royal Statistical Society. Series B (Statistical Methodology), ISSN 1369-7412, 9/2013, Volume 75, Issue 4, pp. 681 - 703
Journal Article
Journal of the American Statistical Association, ISSN 0162-1459, 12/2009, Volume 104, Issue 488, pp. 1550 - 1561
Journal Article
Statistica Sinica, ISSN 1017-0405, 4/2009, Volume 19, Issue 2, pp. 801 - 817
Journal Article
Scandinavian Journal of Statistics, ISSN 0303-6898, 03/2019, Volume 46, Issue 1, pp. 314 - 328
In this paper, we propose the hard thresholding regression (HTR) for estimating high‐dimensional sparse linear regression models. HTR uses a two‐stage convex... 
linear programming | sparsity | variable selection | best subset selection | Lasso | oracle property | NONCONCAVE PENALIZED LIKELIHOOD | M-ESTIMATORS | SHRINKAGE | STATISTICS & PROBABILITY | NORMALIZATION | Regularization | Regression models | Regression analysis
Journal Article
Statistical Modelling, ISSN 1471-082X, 10/2015, Volume 15, Issue 5, pp. 433 - 456
Recent interest in modern regression modelling has focused on extending available (mean) regression models by describing more general properties of the... 
Least asymmetrically weighted squares | non-crossing | semiparametric | penalized splines | Expected shortfall | least asymmetrically weighted squares | P-SPLINES | MONOTONICITY | RISK | STATISTICS & PROBABILITY | CURVES | CARE | Studies | Mathematical models | Statistical methods | Statistical analysis | Regression analysis | Econometrics
Journal Article
Journal Article
Statistica Sinica, ISSN 1017-0405, 7/2017, Volume 27, Issue 3, pp. 1265 - 1280
In regression analysis, some predictors might be unobservable, not observed, or ignored. These factors actually affect the response randomly. The observed data... 
BROWNIAN-MOTION | Distribution randomness | NONCONCAVE PENALIZED LIKELIHOOD | penalized least squares | STOCHASTIC CALCULUS | upper expectation | STATISTICS & PROBABILITY
Journal Article
The Annals of Statistics, ISSN 0090-5364, 2/2008, Volume 36, Issue 1, pp. 261 - 286
Journal Article
Journal of Applied Statistics, ISSN 0266-4763, 04/2018, Volume 45, Issue 6, pp. 988 - 1008
Journal Article
Journal of Computational and Graphical Statistics, ISSN 1061-8600, 07/2014, Volume 23, Issue 3, pp. 589 - 615
We develop algorithms for performing semiparametric regression analysis in real time, with data processed as it is collected and made immediately available via... 
Wavelets | Approximate Bayesian inference | Generalized additive models | Online variational Bayes | Penalized splines | Mixed models | Mean field variational Bayes | CONVERGENCE | STATISTICS & PROBABILITY | INFERENCE
Journal Article
Journal of the American Statistical Association, ISSN 0162-1459, 09/2013, Volume 108, Issue 503, pp. 755 - 770
Text data, including speeches, stories, and other document forms, are often connected to sentiment variables that are of interest for research in marketing,... 
Text mining | Multinomial logistic regression | Regularized regression | Nonconcave penalization | Applications and Case Studies | NONCONCAVE PENALIZED LIKELIHOOD | DIMENSION REDUCTION | MODELS | LOGISTIC-REGRESSION | BINARY | STATISTICS & PROBABILITY | SELECTION | Logistic regression | Analysis | Algorithms
Journal Article
Journal of the American Statistical Association, ISSN 0162-1459, 10/2016, Volume 111, Issue 516, pp. 1548 - 1563
Journal Article
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