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  1. Article

    Open Access

    Weighting estimation under bipartite incidence graph sampling

    Bipartite incidence graph sampling provides a unified representation of many sampling situations for the purpose of estimation, including the existing unconventional sampling methods, such as indirect, network...

    Martina Patone, Li-Chun Zhang in Statistical Methods & Applications (2023)

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  2. No Access

    Article

    Design-Unbiased Statistical Learning in Survey Sampling

    Design-consistent model-assisted estimation has become the standard practice in survey sampling. However, design consistency remains to be established for many machine-learning techniques that can potentially ...

    Luis Sanguiao Sande, Li-Chun Zhang in Sankhya A (2021)

  3. Article

    Open Access

    Multiclass analysis and prediction with network structured covariates

    Technological advances associated with data acquisition are leading to the production of complex structured data sets. The recent development on classification with multiclass responses makes it possible to in...

    Li-Pang Chen, Grace Y. Yi, Qihuang Zhang… in Journal of Statistical Distributions and A… (2019)

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  4. No Access

    Article

    Partial linear single index models with distortion measurement errors

    We study partial linear single index models when the response and the covariates in the parametric part are measured with errors and distorted by unknown functions of commonly observable confounding variables,...

    Jun Zhang, Yao Yu, Li-**ng Zhu, Hua Liang in Annals of the Institute of Statistical Mat… (2013)

  5. No Access

    Article

    Local linear M-estimation for spatial processes in fixed-design models

    We investigate the local linear M-estimation for regression in a fixed-design model when the errors are from a strongly mixing random field. We establish the weak and strong consistency as well as the asymptot...

    Jia Chen, Li-**n Zhang in Metrika (2010)

  6. No Access

    Article

    The Limit Distribution of the Bootstrap for the Unit Root Test Statistic when the Residuals are Dependent

    In this article, the unit root test for the AR(1) model with dependent residuals is considered. We adopt a bootstrap procedure to bootstrap the residuals with bootstrap sample size m less than the size n of the o...

    Li-**n Zhang, **ao-Rong Yang in Metrika (2007)

  7. No Access

    Article

    A Nonclassical Law of the Iterated Logarithm for Functions of Positively Associated Random Variables

    Let \(\{X_{n}; n\geq 1\}\) be a sequence of stationary positively associated random variables and a sequence of posit...

    Jian-Feng Wang, Li-**n Zhang in Metrika (2006)