REGIONAL FLOOD RELATIONSHIPS BY NONPARAMETRIC REGRESSION

Citation
D. Gringras et al., REGIONAL FLOOD RELATIONSHIPS BY NONPARAMETRIC REGRESSION, Nordic hydrology, 26(2), 1995, pp. 73-90
Citations number
NO
Categorie Soggetti
Water Resources
Journal title
ISSN journal
00291277
Volume
26
Issue
2
Year of publication
1995
Pages
73 - 90
Database
ISI
SICI code
0029-1277(1995)26:2<73:RFRBNR>2.0.ZU;2-G
Abstract
Since some theoretical assumptions needed in linear regression are not always fulfilled in practical applications, nonparametric regression was investigated as an alternative method in regional flood relationsh ip development. Simulation studies were developed to compare the bias, the variance and the root-mean-square-errors of nonparametric and par ametric regressions. It was concluded that when an appropriate paramet ric model can be determined, parametric regression is preferred over n onparametric regression. However, where an appropriate model cannot be determined, nonparametric regression is preferred. It was found that both linear regression and nonparametric regression gave very similar regional relationships for annual maximum floods from New Brunswick, C anada. It was also found that nonparametric regression can be useful a s a screening tool able to detect data deficient relationships.