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RODEO for Sparse Nonparametric Regression and Quantile Regression with Censored Data

2007
RODEO is a recently developed general strategy for nonparametric estimation based on the regularization of the estimator derivatives with respect to the smoothing parameters. In the original nonparametric regression framework, RODEO results in a simple yet effective new algorithm for simultaneous bandwidth and variable selection with interesting ...
openaire   +1 more source

Exploring Changes in Poverty in Zimbabwe between 1995 and 2001 using Parametric and Nonparametric Quantile Regression Decomposition Techniques

2014
This paper applies and extends Machado and Mata's parametric quantile decomposition method and a similar nonparametric technique to explore changes in welfare in Zimbabwe between 1995 and 2001. These methods allow us to construct a counterfactual distribution in order to decompose the shift into the part due to changes in endowments and that due to ...
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Fully nonparametric inverse probability weighting estimation with nonignorable missing data and its extension to missing quantile regression

Computational Statistics & Data Analysis
Lingnan Tai   +6 more
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Nonparametric Probabilistic Forecasting of Regional Photovoltaic Power Based on Spatial Clustering and Combining Quantile Regression

2024 IEEE/IAS Industrial and Commercial Power System Asia (I&CPS Asia)
Zhiqiang He   +5 more
openaire   +1 more source

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