Research Article
Oct 1981
Decisions Under Violation of Regression Normality
Authors: Eugenio Castano, Jean Weber, and Lucien DucksteinAuthor Affiliations
Publication: Journal of the Water Resources Planning and Management Division
Volume 107, Issue 2
Abstract
Two water resources engineering questions are considered to study the statistical effect and associated loss of incorrectly assuming normality in linear regression analysis. Monte Carlo simulation is used to investigate the small sample behavior of the estimated regression coefficients, estimated variances, and predicted values of the dependent variable when the errors are not normally distributed. The distributions simulated are lognormal, Pearson and LogPearson with varying degress of skew. The estimated values of the regression coefficients are not appreciably affected by skew of the error distribution. Decisions based on both the mean and variance are less robust to nonnormality than decisions based only on the mean. Many hydrologic decisions are based on confidence intervals or percentiles, which involve estimated standard deviations and, thus, may be quite sensitive to violation of the normality assumption.
Get full access to this article
View all available purchase options and get full access to this article.
Information & Authors
Information
Published In
Journal of the Water Resources Planning and Management Division
Volume 107 • Issue 2 • October 1981
Pages: 549 - 561
Copyright
© 1981 American Society of Civil Engineers.
History
Published in print: Oct 1981
Published online: Feb 12, 2021
Permissions
Request permissions for this article.
Authors
Affiliations
Eugenio Castano
Computer Consultant, Medellian Columbia, formerly doctoral candidate, University of Arizona, Tucson, Ariz. 85721
Jean Weber
Prof., Dept. of Stat., Univ. of Arizona, Tucson, Ariz. 85721
Lucien Duckstein
Prof., Dept. of Systems and Industrial Engrg., and Dept. of Hydr. and Water Resources, Univ. of Arizona, Tucson, Ariz. 85721
Metrics & Citations
Metrics
Citations
Download citation
If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Simply select your manager software from the list below and click Download.
View Options
Get Access
Access content
Please select your options to get access
Log in/Register
Log in via your institution (Shibboleth)
ASCE Members:
Please log in to see member pricing
Purchase
Save for later Item saved, go to cart Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
Get Access
Access content
Please select your options to get access
Log in/Register
Log in via your institution (Shibboleth)
ASCE Members:
Please log in to see member pricing
Purchase
Save for later Item saved, go to cart Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.