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    Article

    Adaptive quantile regression with precise risk bounds

    An adaptive local smoothing method for nonparametric conditional quantile regression models is considered in this paper. Theoretical properties of the procedure are examined. The proposed method is fully adapt...

    MaoZai Tian, Ngai Hang Chan in Science China Mathematics (2017)

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    Heteroscedasticity Detection and Estimation with Quantile Difference Method

    When dealing with regression analysis, heteroscedasticity is a problem that the authors have to face with. Especially if little information can be got in advance, detection of heteroscedasticity as well as est...

    Wentao **a, Wei **ong, Maozai Tian in Journal of Systems Science and Complexity (2016)

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    Article

    Lack-of-fit tests based on weighted ratio of residuals and variances

    This article proposes a new lack-of-test based on the weighted ratio of residuals and variances for partially linear regression models. The large and small sampling properties of the proposed test are establis...

    Maozai Tian, Youxi Luo, Yunan Su, Yan Fan in Journal of Systems Science and Complexity (2012)

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    Article

    Robust estimation in inverse problems via quantile coupling

    In this article we consider a sequence of hierarchical space model of inverse problems. The underlying function is estimated from indirect observations over a variety of error distributions including those tha...

    MaoZai Tian in Science China Mathematics (2012)

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    Article

    Hierarchical linear regression models for conditional quantiles

    The quantile regression has several useful features and therefore is gradually develo** into a comprehensive approach to the statistical analysis of linear and nonlinear response models, but it cannot deal e...

    Maozai Tian, Gemai Chen in Science in China Series A: Mathematics (2006)