An independence point method of confidence band construction for multiple linear regression models
This article addresses the problem of confidence band construction for a standard multiple linear regression model. An "independence point" method of construction is developed which generalizes the method of Gafarian (1964) for a simple linear regression model to a multiple linear regression model. Wynn (1984) pioneered the approach of basing confidence bands for a polynomial regression on a set of nodes where the function estimates are independent, and this approach is exploited in this article. This method requires only critical points from t-distributions so that the confidence bands are easy to construct. Both one-sided and two-sided confidence bands can be constructed using this method. An illustration of the new method is provided, and comparisons are made with other procedures.
| Item Type | Article |
|---|---|
| Copyright holders | © 2012 Taylor & Francis Group, LLC. |
| Departments | LSE |
| DOI | 10.1080/03610926.2011.569679 |
| Date Deposited | 12 Nov 2012 |
| URI | https://researchonline.lse.ac.uk/id/eprint/47378 |
Explore Further
- http://www.lse.ac.uk/CATS/People/Henry-Wynn-homepage.aspx (Author)
- https://www.scopus.com/pages/publications/84868155310 (Scopus publication)
- http://www.tandfonline.com/loi/lsta20 (Official URL)