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Estimating the mean and standard deviation of concentration distributions using censored samples

Posted on:1998-03-19Degree:Ph.DType:Dissertation
University:The University of Texas School of Public HealthCandidate:Mikus, John AllenFull Text:PDF
GTID:1460390014475853Subject:Statistics
Abstract/Summary:
nvironmental data sets of pollutant concentrations in air, water, and soil frequently include unquantified sample values reported only as being below the analytical method detection limit. These values, referred to as censored values, should be considered in the estimation of distribution parameters as each represents some value of pollutant concentration between zero and the detection limit. Most of the currently accepted methods for estimating the population parameters of environmental data sets containing censored values rely upon the assumption of an underlying normal (or transformed normal) distribution. This assumption can result in unacceptable levels of error in parameter estimation due to the unbounded left tail of the normal distribution. With the beta distribution, which is bounded by the same range of a distribution of concentrations,...
Keywords/Search Tags:Distribution, Censored, Values
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