Skip to main content
Log in

Selecting the best regression equation via the P-value of F-test

  • Published:
Metrika Aims and scope Submit manuscript

Abstract

In this article, we establish a method of selecting the best regression equation on the basis of F-test. The basic idea is to select the most significant regression equation, which corresponds to the minimum P-value of F-test. We also present upper and lower bounds for the P-value together with approximations for these bounds which are simple to compute. Using this method, not only can we find out the best regression equation, we also obtain its significance probability. When the method is applied to the well-known data from Hald (1952) and Gorman & Toman (1966), the results are satisfactory.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Aitkin MA (1974) Simultaneous inference and the choice of variable subsets in multiple regression. Technometrics 16:221–227

    Article  MATH  MathSciNet  Google Scholar 

  • Draper NR, Smith H (1981) Applied regression analysis, (2nd ed). Wiley, New York: 294–327

    MATH  Google Scholar 

  • Gorman JW, Toman RJ (1966) Selection of variables for fitting equations to data. Technometrics 8:27–51

    Article  Google Scholar 

  • Hald A (1952) Statistical theory with engineering applications. Wiley, New York:647

    MATH  Google Scholar 

  • Mallows CL (1964) Choosing variables in a linear regression: A graphical aid. Presented at the Central Regional Meeting of the Institute of Mathematical Statistics, Manhattan, Kansas

  • Mallows CL (1973) Some comments onC p . Technometrics 15:661–675

    Article  MATH  Google Scholar 

  • Spjøtvoll E (1972) Multiple comparison of regression functions. Ann Math Statist. 43:1076–1088

    MathSciNet  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Rights and permissions

Reprints and permissions

About this article

Cite this article

Zhang, J., Wang, X. Selecting the best regression equation via the P-value of F-test. Metrika 46, 33–40 (1997). https://doi.org/10.1007/BF02717164

Download citation

  • Received:

  • Revised:

  • Issue Date:

  • DOI: https://doi.org/10.1007/BF02717164

Keywords

Navigation