首页> 外文学位 >Some topics on robust nonparametric regression and regression quantiles

【24h】

Some topics on robust nonparametric regression and regression quantiles

机译：关于健壮的非参数回归和回归分位数的一些主题

获取原文

获取原文并翻译 | 示例

页面导航

摘要
著录项
相似文献
相关主题

摘要

Local kernel estimates and B-spline estimates are considered in the nonparametric regression and the generalized linear models. The consistency and asymptotic normality of kernel estimates are proved. Simulations on B-spline estimates for nonparametric regression and generalized linear models are provided.;Also a sequential procedure based on the regression quantiles is proposed for constructing a fixed size confidence region of parameters of a linear model. The stopping time is asymptotically efficient and the confidence region is asymptotically consistent.

机译：在非参数回归和广义线性模型中考虑了局部核估计和B样条估计。证明了核估计的一致性和渐近正态性。提供了用于非参数回归和广义线性模型的B样条估计的模拟。此外，还提出了一种基于回归分位数的顺序程序，用于构造线性模型参数的固定大小的置信区域。停止时间渐近有效，并且置信区域渐近一致。

著录项

作者
Shen, Liji.;
展开▼
作者单位

University of Illinois at Urbana-Champaign.;

展开▼
授予单位 University of Illinois at Urbana-Champaign.;
学科 Statistics.
学位 Ph.D.
年度 1994
页码 92 p.
总页数 92
原文格式 PDF
正文语种 eng
中图分类
关键词

相似文献

外文文献
中文文献
专利

1. Robust nonparametric regression for testing the equality of nonparametric regression curves [J] . Unchalee Tonggumnead Applied mathematical sciences . 2018,第13a16期

机译：健壮的非参数回归用于测试非参数回归曲线的相等性
2. Reducing Poisson noise and baseline drift in x-ray spectral images with bootstrap Poisson regression and robust nonparametric regression [J] . ZhuF., QinB., FengW., Physics in medicine and biology. . 2013,第6期

机译：借助Bootstrap Poisson回归和鲁棒的非参数回归来减少X射线光谱图像中的Poisson噪声和基线漂移
3. On robust nonparametric regression estimation for a functional regressor [J] . Azzedine N, Laksaci A, Ould-Said E Statistics & Probability Letters . 2008,第18期

机译：关于功能回归函数的鲁棒非参数回归估计
4. An Empirical Analysis of Constrained Support Vector Quantile Regression for Nonparametric Probabilistic Forecasting of Wind Power [C] . Kostas Hatalis, Shalinee Kishore, Katya Scheinberg, AAAI Conference on Artificial Intelligence . 2017

机译：对风电非参数概率预测的受限支持向量分位数回归的实证分析
5. Nonparametric methods in varying coefficient models and quantile regression models. [D] . Kuruwita, Chinthaka. 2011

机译：可变系数模型和分位数回归模型中的非参数方法。
6. A nonparametric approach for quantile regression [O] . Mei Ling Huang, Christine Nguyen -1

机译：分位数回归的非参数方法
7. Convergence of the risk for nonparametric IV quantile regression and nonparametric IV regression with full independence [O] . Dunker Fabian 2015

机译：具有完全独立性的非参数IV分位数回归和非参数IV回归风险的收敛

Some topics on robust nonparametric regression and regression quantiles

摘要

著录项

相似文献

相关主题

期刊订阅