Exact Simultaneous Confidence Bands in Multiple Linear Regression with Predictor Variables Constrained in Intervals

ثبت نشده
چکیده

For the normal-error multiple linear regression model, the problem considered is the construction of a simultaneous confidence band with width proportional to the standard error for the regression function when the predictor variables are constrained in intervals. To date, exact band is available only when there is one predictor variable. When there are more than one predictor variables, only conservative bands are proposed in statistics literature. In this paper, a method is provided to construct an exact confidence band when there are any number of predictor variables. Also a criterion is proposed to assess the sensitivity of a simultaneous confidence band.

برای دانلود رایگان 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

Comparison Of Hyperbolic And Constant Width Simultaneous Confidence Bands in Multiple Linear Regression Under MVCS Criterion

‎A simultaneous confidence band gives useful information on the reasonable range of the unknown regression model‎. ‎In this note‎, ‎when the predictor variables are constrained to a special ellipsoidal region‎, ‎hyperbolic and constant width confidence bonds for a multiple linear regression model are compared under the minimum volome confidence set (MVCS) criterion‎. ‎The size of one speical an...

متن کامل

Comparison of hyperbolic and constant width simultaneous confidence bands in multiple linear regression under MVCS criterion

A simultaneous confidence band provides useful information on the plausible range of the unknown regression model, and different confidence bands can often be constructed for the same regression model. For a simple regression line, it is proposed in Liu and Hayter (2007) to use the area of the confidence set that corresponds to a confidence band as an optimality criterion in comparison of confi...

متن کامل

Exact simultaneous confidence bands for a collection of univariate polynomials in regression analysis.

We discuss a simple simulation method for construction of exact confidence bands, having a pre-assigned confidence level simultaneously for several regression functions which are univariate polynomials in the predictors. This is accomplished by combining and extending existing results in a manner that permits both finite and infinite ranges for individual predictor variables. We illustrate the ...

متن کامل

Simultaneous Confidence Bands for a Percentile Line in Linear Regression with Application to Drug Stability Studies

Simultaneous confidence bands have been used to quantify unknown functions in various statistical problems. A common statistical problem is to make inference about a percentile line in linear regression. Construction of simultaneous confidence bands for a percentile line has been considered by several authors, e. But only conservative symmetric bands, which use critical constants over the whole...

متن کامل

Exact maximum coverage probabilities of confidence intervals with increasing bounds for Poisson distribution mean

 ‎A Poisson distribution is well used as a standard model for analyzing count data‎. ‎So the Poisson distribution parameter estimation is widely applied in practice‎. ‎Providing accurate confidence intervals for the discrete distribution parameters is very difficult‎. ‎So far‎, ‎many asymptotic confidence intervals for the mean of Poisson distribution is provided‎. ‎It is known that the coverag...

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

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2003