JOURNAL ARTICLE

Hydrologic regression with weighted least squares

Gary D. Tasker

Year: 1980 Journal:   Water Resources Research Vol: 16 (6)Pages: 1107-1113   Publisher: Wiley

Abstract

Ordinary least squares (OLS) regression and weighted least squares (WLS) regression are compared by simulating a model of the form Q 50 =α A β1 , where Q 50 is the 50‐year peak discharge, A is drainage area, and α and β 1 are regional parameters estimated from a regression of observed 50‐year peaks at gaging stations. Results indicate that OLS has a larger expected standard error of prediction than WLS when the following weighting function is used: for i = 1, 2,…, N , where ĉ 0 and ĉ 1 are constants estimated from sample data, n i , is the record length of station i , N is the number of stations, and ŵ i , is the weight given to data for station i .

Keywords:
Ordinary least squares Statistics Weighting Regression Mathematics Regression analysis Total least squares Partial least squares regression Linear regression Standard error Generalized least squares Least-squares function approximation Robust regression Physics

Metrics

90
Cited By
1.50
FWCI (Field Weighted Citation Impact)
7
Refs
0.82
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Hydrological Forecasting Using AI
Physical Sciences →  Environmental Science →  Environmental Engineering
Hydrology and Watershed Management Studies
Physical Sciences →  Environmental Science →  Water Science and Technology
Water resources management and optimization
Physical Sciences →  Engineering →  Ocean Engineering

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