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Current methods for population mean estimation from data collected by Respondent Driven Sampling (RDS) are based on the Horvitz-Thompson estimator together with a set of assumptions on the sampling mo...
Regression spline is a useful tool in nonparametric regression. However, finding the optimal knot locations is a known difficult problem. In this article, we introduce the Non-concave Penalized Regres...
We propose a class of nonparametric point estimators for $\theta=P(X
This paper investigates a fully unsupervised statistical method for edge preserving image restoration and compression using a spatial decomposition scheme. Smoothed maximum likelihood is used for loca...
Consider the problem when $X_1,X_2,..., X_n$ are distributed on a circle following an unknown distribution $F$ on $S^1$. In this article we have consider the absolute general set-up where the density ...
We consider the testing and estimation of change-points -- locations where the distribution abruptly changes -- in a data sequence. A new approach, based on scan statistics utilizing graphs representi...
This paper provides a nonparametric analysis for several classes of models, with cases such as classical measurement error, regression with errors in variables, factor models and other models that may...
Distributions over exchangeable matrices with infinitely many columns, such as the Indian buffet process, are useful in constructing nonparametric latent variable models. However, the distribution imp...
In the quantitative analysis of Dynamic Contrast-Enhanced Magnetic Resonance Imaging (DCE-MRI) compartment models allow to describe the uptake of contrast medium with biological meaningful kinetic par...
在VAR模型框架内,检验了我国人力资本与高教育移民率之间的Granger因果关系,估计了两者之间的传递函数模型,证实了人才外流促进人力资本积累的"正"经济效应的存在,并分析了移民率变化对人力资本存量增长的传递机制。
It has recently been shown that there are grave differences in the regularity behavior of the empirical process based on scalar diffusions as compared to the classical empirical process, due to the e...
We consider the problem of estimating the predictive density of future observations from a non-parametric regression model. The density estimators are evaluated under Kullback--Leibler divergence and ...
Many statistical problems involve data from thousands of parallel cases. Each case has some associated effect size, and most cases will have no effect. It is often important to estimate the effect siz...
Holland and Leinhardt (1981) proposed a directed random graph model, the p1 model, to describe dyadic interactions in a social network. In previous work (Petrovic et al., 2010), we studied the algebra...
介绍了符号数据分析方法的基本理论.针对一种最常用的符号数据——区间型符号数据,基于误差传递的理论,提出了区间回归分析的方法.方法包括了线性回归分析和可线性化的非线性回归分析两种情形.讨论了基于Hausdorff距离的区间数距离,基于此定义了回归模型的评价指标.进行了方法的应用研究,选取沪深300指数与中信规模风格指数,从时间维上对其日内数据进行"数据打包",形成区间型符号数据;建立了区间线性回归分...

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