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Journal of the American Statistical Association, ISSN 0162-1459, 3/2011, Volume 106, Issue 493, pp. 6 - 20
Journal Article
Annals of Statistics, ISSN 0090-5364, 2018, Volume 46, Issue 4, pp. 1415 - 1444
We construct n-consistent and asymptotically normal estimates for the finite dimensional regression parameter in the current status linear regression model,... 
Linear regression | Current status | Semiparametric model | MLE | semiparametric model | RANK CORRELATION ESTIMATOR | linear regression | STATISTICS & PROBABILITY | EFFICIENT ESTIMATION | FAILURE TIME DATA | BINARY CHOICE | PROPORTIONAL HAZARDS MODEL | BOOTSTRAP | INTERVAL-CENSORED-DATA | SEMIPARAMETRIC MODELS | SMOOTHED MAXIMUM-LIKELIHOOD
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, 09/2009, Volume 104, Issue 487, pp. 1117 - 1128
Journal Article
2011, Oxford statistical science series, ISBN 9780199533022, Volume 36, xviii, 521
Several recent advances in smoothing and semiparametric regression are presented in this book from a unifying, Bayesian perspective. Simulation-based full... 
Bayesian statistical decision theory | Smoothing (Statistics) | Regression analysis | probability and statistics | Medicine | Markov chain monte carlo | Semiparametric regression | Smoothing | Forestry | MCMC | Bayesian perspective | Developmental economics | Bayesx | Marketing
Book
Annual Review of Economics, ISSN 1941-1383, 8/2017, Volume 9, Issue 1, pp. 155 - 176
Since Quetelet's work in the nineteenth century, social science has iconified the average man, that hypothetical man without qualities who is comfortable with... 
quantile regression | treatment effects | causal inference | heterogeneity | Causal inference | Heterogeneity | Quantile regression | Treatment effects | EFFICIENT SEMIPARAMETRIC ESTIMATION | MODELS | VARIABLES | ECONOMICS | INFERENCE | SELECTION | IDENTIFICATION | CURVES | Usage | Analysis
Journal Article
Journal of Multivariate Analysis, ISSN 0047-259X, 08/2010, Volume 101, Issue 7, pp. 1607 - 1621
Nonparametric quantile regression with multivariate covariates is a difficult estimation problem due to the "curse of dimensionality". To reduce the... 
Local polynomial smoothing | Dimension reduction | Nonparametric model | Conditional quantile | Semiparametric model | MODELS | STATISTICS & PROBABILITY | Conditional quantile Dimension reduction Local polynomial smoothing Nonparametric model Semiparametric model | Analysis | Algorithms
Journal Article
Journal of the American Statistical Association, ISSN 0162-1459, 10/2019, Volume 114, Issue 528, pp. 1765 - 1777
Semiparametric regression offers a flexible framework for modeling nonlinear relationships between a response and covariates. A prime example are generalized... 
Penalized splines | Generalized additive models | Mixed models | Smoothing parameter | MAXIMUM-LIKELIHOOD | NUMBER | PARAMETER SELECTION | MODELS | PENALIZED SPLINE ESTIMATION | STATISTICS & PROBABILITY | INFERENCE | Parameter estimation | Computer simulation | Splines | Smoothing | Regression | Inference | Mathematical models | Nonlinear response | Normality
Journal Article
Journal of the American Statistical Association, ISSN 0162-1459, 04/2015, Volume 110, Issue 510, pp. 723 - 741
This article examines the problem of estimation in a quantile regression model when observations are missing at random under independent and nonidentically... 
Semiparametric efficient | Estimating equations | Missing at random | Resampling method | SEMIPARAMETRIC ESTIMATION | MODELS | STATISTICS & PROBABILITY | LONGITUDINAL DATA | MEDIAN REGRESSION | LIKELIHOOD
Journal Article
Statistica Sinica, ISSN 1017-0405, 10/2012, Volume 22, Issue 4, pp. 1403 - 1426
Journal Article
Journal of the American Statistical Association, ISSN 0162-1459, 03/2010, Volume 105, Issue 489, pp. 181 - 193
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
Computational Economics, ISSN 0927-7099, 12/2018, Volume 52, Issue 4, pp. 1317 - 1334
We present a fundamentally unique method of nonparametric regression using clusters and test it against classically established methods. We compare two... 
Partitioning without smoothing | Perfect fit | Simulation | Sufficiency | Curve fitting | Derivative estimation | MATHEMATICS, INTERDISCIPLINARY APPLICATIONS | MANAGEMENT | ECONOMICS | Derivatives (Financial instruments) | Usage | Analysis | Regression coefficients | Clusters | Regression analysis | Computer simulation | Nonparametric statistics
Journal Article
Econometric Theory, ISSN 0266-4666, 09/2016, Volume 33, Issue 5, pp. 1 - 40
In this paper, we consider the nonparametric estimation of a broad class of quantile regression models, in which the partially linear, additive, and varying... 
SEMIPARAMETRIC ESTIMATION | MATHEMATICS, INTERDISCIPLINARY APPLICATIONS | NONPARAMETRIC-ESTIMATION | VARYING COEFFICIENT MODELS | STATISTICS & PROBABILITY | SOCIAL SCIENCES, MATHEMATICAL METHODS | ECONOMICS | BAHADUR REPRESENTATION | Economic models | Regression analysis
Journal Article
Statistical Modelling, ISSN 1471-082X, 8/2013, Volume 13, Issue 4, pp. 275 - 303
Journal Article