Comparison Of Hyperbolic And Constant Width Simultaneous Confidence Bands in Multiple Linear Regression Under MVCS Criterion
نویسندگان
چکیده مقاله:
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 angle that determines the size of the predictor variable region is used to find out which band is better than the other. When the angle and consquently the size of the predictor variable region is small, the constant width band is better than the hyperbolic band. When the angle hence the size of the predictor variable regoin is large, the hyperbolic band is considerably better than the constant width band.
منابع مشابه
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 کاملSimultaneous confidence bands for a percentile line in linear regression
Construction of simultaneous confidence bands for a percentile line in linear regression has been considered by several authors. But only conservative symmetric bands, which use critical constants over the whole covariate range (−∞, ∞), are available in the literature. New methods allow the construction of exact symmetric bands for a percentile line over a finite interval of the covariate x. Th...
متن کاملExact Simultaneous Confidence Bands in Multiple Linear Regression with Predictor Variables Constrained in Intervals
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 c...
متن کاملSequential Fixed-width Confidence Bands for Kernel Regression Estimation
We consider a random design model based on independent and identically distributed (iid) pairs of observations (Xi, Yi), where the regression function m(x) is given by m(x) = E(Yi|Xi = x) with one independent variable. In a nonparametric setting the aim is to produce a reasonable approximation to the unknown function m(x) when we have no precise information about the form of the true density, f...
متن کاملSimultaneous Confidence Tubes in Multivariate Linear Regression
Simultaneous confidence bands have been shown in the statistical literature as powerful inferential tools in univariate linear regression. While the methodology of simultaneous confidence bands for univariate linear regression has been extensively researched and well developed, no published work seems available for multivariate linear regression. This paper fills this gap by studying one partic...
متن کاملSimultaneous 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 کاملمنابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ذخیره در منابع من قبلا به منابع من ذحیره شده{@ msg_add @}
عنوان ژورنال
دوره 23 شماره 2
صفحات 113- 122
تاریخ انتشار 2019-03
با دنبال کردن یک ژورنال هنگامی که شماره جدید این ژورنال منتشر می شود به شما از طریق ایمیل اطلاع داده می شود.
کلمات کلیدی برای این مقاله ارائه نشده است
میزبانی شده توسط پلتفرم ابری doprax.com
copyright © 2015-2023