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Activity Number: 99
Type: Contributed
Date/Time: Monday, August 4, 2008 : 8:30 AM to 10:20 AM
Sponsor: Section on Statistics and the Environment
Abstract - #302386
Title: Mixture Methods for the Analysis of Flood Frequency Distributions
Author(s): John Grego*+ and Philip Yates
Companies: University of South Carolina and California State Polytechnic University, Pomona
Address: Statistics Departmenbt, Columbia, SC, 29208,
Keywords: EM algorithm ; Acceleration methods ; Gumbel distribution ; Delta method ; Edgeworth approximation
Abstract:

Hydrologists have long used unmixed distributions to estimate flood frequency distributions, and have recently proposed improvements to their methods, including use of extreme value distributions. This presentation looks at alternative approaches to this type of analysis to account for multiple mechanisms for flood events. We study finite mixture models for 3-parameter log gamma (log Pearson Type III), normal, lognormal and extreme value distributions. These techniques will then be used on flood frequency data from watersheds in South Carolina to estimate, e.g., the 1% chance flood for these estuaries. We will review standard error estimates for these methods and propose new approaches.


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Revised September, 2008