A PROBABILITY-WEIGHTED MOMENT TEST TO ASSESS SIMPLE SCALING

Citation
P. Kumar et al., A PROBABILITY-WEIGHTED MOMENT TEST TO ASSESS SIMPLE SCALING, Stochastic hydrology and hydraulics, 8(3), 1994, pp. 173-183
Citations number
14
Categorie Soggetti
Mathematical Method, Physical Science","Water Resources","Environmental Sciences","Statistic & Probability
ISSN journal
09311955
Volume
8
Issue
3
Year of publication
1994
Pages
173 - 183
Database
ISI
SICI code
0931-1955(1994)8:3<173:APMTTA>2.0.ZU;2-1
Abstract
We present a statistically robust approach based on probability weight ed moments to assess the presence of simple scaling in geophysical pro cesses. The proposed approach is different from current approaches whi ch rely on estimation of high order moments. High order moments of sim ple scaling processes (distributions) may not have theoretically defin ed values and consequently, their empirical estimates are highly varia ble and do not converge with increasing sample size. They are, therefo re, not an appropriate tool for inference. On the other hand we show t hat the probability weighted moments of such processes (distributions) do exist and hence, their empirical estimates are more robust. These moments, therefore, provide an appropriate tool for inferring the pres ence of scaling. We illustrate this using simulated Levy-stable proces ses and then draw inference on the nature of scaling in fluctuations o f a spatial rainfall process.