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Functional single-index quantile regression models

Statistics and Computing, 2020
zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Peijun Sang, Jiguo Cao
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Single-Index Models

1998
One of the most important tasks of applied econometrics and statistics is estimating a conditional mean function. For example, one may want to estimate the mean annual earnings of workers in a certain population as a function of observable characteristics such as level of education and experience in the workforce.
openaire   +1 more source

Single-Index Model Tree

IEEE Transactions on Knowledge and Data Engineering, 2021
Agus Sudjianto   +2 more
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Nonlinear regression models with single‐index heteroscedasticity

Statistica Neerlandica, 2019
We consider nonlinear heteroscedastic single‐index models where the mean function is a parametric nonlinear model and the variance function depends on a single‐index structure. We develop an efficient estimation method for the parameters in the mean function by using the weighted least squares estimation, and we propose a “delete‐one‐component ...
Jun Zhang   +3 more
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Penalized LAD Regression for Single-index Models

Communications in Statistics - Simulation and Computation, 2014
In this article, we consider the penalized LAD regression which deals with variable selection and estimation simultaneously for single-index models. The proposed estimator is robust and efficient with respect to heavy tailed errors or outliers in the response.
Hu Yang 0001, Jing Lv, Chaohui Guo
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The single-index hazards model

2010
We first propose the single-index hazards model for right censored survival data. As an extension of the Cox model, this model allows nonparametric modeling of covariate effects in a parsimonious way via a single-index. In addition, the relative importance of covariates can be assessed via this model.
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Homogeneity Pursuit in Single Index Models based Panel Data Analysis

Journal of Business and Economic Statistics, 2021
Heng Lian, Xinghao Qiao
exaly  

Estimation of single index models

1988
Thesis (Ph. D.)--Massachusetts Institute of Technology, Dept. of Economics, 1988. ; by Hidehiko Ichimura. ; Ph.D.
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Composite quasi-likelihood for single-index models with massive datasets

Communications in Statistics Part B: Simulation and Computation, 2020
Rong Jiang
exaly  

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