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Journal of Computational and Applied Mathematics, ISSN 0377-0427, 07/2016, Volume 300, pp. 1 - 17
Journal Article
Journal of Econometrics, ISSN 0304-4076, 03/2014, Volume 179, Issue 1, pp. 46 - 65
Journal Article
Journal of the American Statistical Association, ISSN 0162-1459, 01/2014, Volume 109, Issue 505, pp. 266 - 274
This article is concerned with feature screening and variable selection for varying coefficient models with ultrahigh-dimensional covariates. We propose a new... 
Ultrahigh dimensionality | Ranking consistency | Conditional correlation | Varying coefficient models | Sure screening property | REGRESSION | SHRINKAGE | LASSO | STATISTICS & PROBABILITY | VARIABLE SELECTION | ORACLE PROPERTIES | LIKELIHOOD | Monte Carlo method | Analysis | Models | varying coefficient models | Feature selection | sure screening property | ranking consistency
Journal Article
Scandinavian Journal of Statistics, ISSN 0303-6898, 09/2018, Volume 45, Issue 3, pp. 618 - 643
Journal Article
Communications in Statistics - Theory and Methods, ISSN 0361-0926, 01/2019, Volume 48, Issue 2, pp. 235 - 256
This paper deals with a new class of tail index varying coefficient models with the random covariate under Pareto-type distributions. To estimate the unknown... 
Pareto-type distributions | 62G08 | Asymptotic normality | 62G20 | 62G32 | Tail index | Local polynomial fitting | Varying coefficient model | REGRESSION | EXPONENT | STATISTICS & PROBABILITY | ESTIMATOR | EXTREME-VALUE INDEX | Economic models | Mathematical analysis | Mathematical models | Polynomials | Normality | Coefficients | Asymptotic methods
Journal Article
Journal of Statistical Computation and Simulation, ISSN 0094-9655, 12/2018, Volume 88, Issue 18, pp. 3544 - 3564
Journal Article
Communications in Statistics - Theory and Methods, ISSN 0361-0926, 02/2018, Volume 47, Issue 4, pp. 890 - 911
We consider varying coefficient models, which are an extension of the classical linear regression models in the sense that the regression coefficients are... 
Hypothesis testing |   | quadratic forms | varying coefficient models | STATISTICS & PROBABILITY | LONGITUDINAL DATA | Regression coefficients | Regression models | Statistical analysis | Computer simulation | Asymptotic methods | Test procedures
Journal Article
Journal of the American Statistical Association, ISSN 0162-1459, 12/2009, Volume 104, Issue 488, pp. 1631 - 1645
Journal Article
Journal of Machine Learning Research, ISSN 1532-4435, 05/2017, Volume 18, pp. 1 - 31
We consider a firm that sells a large number of products to its customers in an online fashion. Each product is described by a high dimensional feature vector,... 
Hypothesis testing | Regret | Dynamic pricing | Revenue management | Varying-coefficient models | Stochastic gradient descent | Dynamic Pricing | Varying-Coefficient Models | Stochastic Gradient Descent | Revenue Management | Hypothesis Testing | AUTOMATION & CONTROL SYSTEMS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Journal Article
Annals of Statistics, ISSN 0090-5364, 10/2012, Volume 40, Issue 5, pp. 2634 - 2666
Journal Article
Computational Statistics and Data Analysis, ISSN 0167-9473, 07/2018, Volume 123, pp. 50 - 65
A new varying coefficient model that relates functional response to functional predictors is proposed and studied. The model accommodates the influence of the... 
Smooth backfitting | Longitudinal data | Varying coefficient models | Kernel smoothing | COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS | REGRESSION-MODELS | STATISTICS & PROBABILITY | ADDITIVE-MODELS
Journal Article
Lithuanian Mathematical Journal, ISSN 0363-1672, 4/2019, Volume 59, Issue 2, pp. 276 - 293
The paper is concerned with the estimation of a time-varying coefficient time series model, which is used to characterize the nonlinearity and trending... 
primary 62G05 | asymptotic normality | secondary 60G07 | time-varying coefficient model | Ordinary Differential Equations | wavelet estimation | Mathematics, general | Probability Theory and Stochastic Processes | Mathematics | Actuarial Sciences | Number Theory | convergence rate | REGRESSION | MATHEMATICS | STATISTICAL-INFERENCE | SERIES | CONVERGENCE
Journal Article
Communications in Statistics - Theory and Methods, ISSN 0361-0926, 08/2019, Volume 48, Issue 15, pp. 3816 - 3835
We consider local linear estimation of varying-coefficient models in which the data are observed with multiplicative distortion which depends on an observed... 
asymptotic normality | varying-coefficient model | 62G08 | 2010 AMS Subject Classification 62G05 | local linear estimation | Covariate-adjusted regression | multiplicative distortion | REGRESSION | STATISTICS & PROBABILITY | Distortion | Regression analysis | Normality | Computer simulation | Coefficients | Estimators
Journal Article
Communications in Statistics - Theory and Methods, ISSN 0361-0926, 08/2019, Volume 48, Issue 16, pp. 4034 - 4050
In this paper, the adaptive estimation for varying coefficient models proposed by Chen, Wang, and Yao ( 2015 ) is extended to allowing for nonstationary... 
nonstationary covariates | local linear fitting | Varying coefficient model | adaptive estimation | REGRESSION | NONPARAMETRIC-ESTIMATION | CONVERGENCE | STATISTICS & PROBABILITY | SELECTION | Economic models | Computer simulation | Coefficients | Asymptotic properties | Convergence
Journal Article
Communications in Statistics - Theory and Methods, ISSN 0361-0926, 03/2019, Volume 48, Issue 5, pp. 1270 - 1283
This paper considers the problem of variance estimation for sparse ultra-high dimensional varying coefficient models. We first use B-spline to approximate the... 
Ultra-high dimensional data | Sure independence screening | B-spline | Refitted cross-validation | Variance estimation | Varying coefficient model
Journal Article
Test, ISSN 1133-0686, 06/2017, Volume 26, Issue 2, pp. 429 - 450
We consider varying coefficient models which are an extension of the classical linear regression models in the sense that the regression coefficients are... 
Convexity | Varying coefficient models | B-spline approximation | Monotonicity | Consistency | Testing | REGRESSION | SPLINES | STATISTICS & PROBABILITY | LONGITUDINAL DATA | INFERENCE | Computer science | Analysis | Models | Regression coefficients | Regression models | Computer simulation | Splines | Test procedures | Mathematical models | Regression analysis
Journal Article
Journal of Econometrics, ISSN 0304-4076, 03/2016, Volume 191, Issue 1, pp. 231 - 254
Journal Article
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