Robustness of Tube Formula Based Conndence Bands

نویسندگان

  • Clive Loader
  • Jiayang Sun
چکیده

Simultaneous conndence bands of a regression curve may be used to quantify the uncertainty of an estimate of the curve. The tube formula for volumes of tubular neighborhoods of a manifold provides a very powerful method for obtaining such bands at a prescribed level, when errors are Gaussian. This paper studies robustness of the tube formula for non-Gaussian errors. The formula holds without modiication for an error vector with a spherically symmetric distribution. Simulations are used for a variety of independent non-Gaussian error distributions. The results are acceptable for contaminated and heavy tailed error distributions. The formula can break down in some extreme cases for discrete and highly skewed errors. Computational issues involved in applying the tube formula are also discussed.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Bootstrap Confidence Bands in Nonparametric Regression

In the present paper we construct asymptotic conndence bands in non-parametric regression. Our assumptions admit unequal variances of the observations and nonuniform, possibly considerably clustered design. The conndence band is based on an undersmoothed local linear estimator, and an appropriate quantile is obtained via the wild bootstrap made popular by HH ardle and Mammen (1990). We derive c...

متن کامل

Conndence Tubes for Multiple Quantile Plots via Empirical Likelihood

The nonparametric empirical likelihood approach is used to obtain simultaneous conndence tubes for multiple quantile plots based on k independent (possibly right-censored) samples. These tubes are asymptotically distribution-free, except when both k 3 and censoring is present. Pointwise versions of the conndence tubes, however, are asymptotically distribution-free in all cases. The various conn...

متن کامل

The Volume-of-Tubes formula: Computational Methods and Statistical Applications

The volume-of-tube formula was first introduced by Hotelling (1939), to solve significance of terms in nonlinear regression models. Since this pioneering paper, there has been significant work on extending the tube formula to more general settings, including multidimensional problems, and many new applications in statistical inference, including confidence bands in regression and smoothing mode...

متن کامل

Research on Color Watermarking Algorithm Based on RDWT-SVD

In this paper, a color image watermarking algorithm based on Redundant Discrete Wavelet Transform (RDWT) and Singular Value Decomposition (SVD) is proposed. The new algorithm selects blue component of a color image to carry the watermark information since the Human Visual System (HVS) is least sensitive to it. To increase the robustness especially towards affine attacks, RDWT is adopted for its...

متن کامل

Implicit Assumptions in the Application of Gott's Formula

A method has been recently suggested 1] for building conndence intervals for the time remaining in an epoch using for data only the length of time since the beginning of the epoch. This method, here-to-fore referred to as \Gott's Formula", depends on the \Copernican principle in time", and is an extremely clever and powerful idea. Its power lies in the fact that it does not depend on particular...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2007