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evaluation of estimation methods for parameters of the probability functions in tree diameter distribution modeling
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نویسنده
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teimouri m. ,abdolahnezhad k. ,ghalandarayeshi sh.
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منبع
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environmental resources research - 2020 - دوره : 8 - شماره : 1 - صفحه:25 -40
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چکیده
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One of the most commonly used statistical models for characterizing the variations of tree diameter at breast height is weibull distribution. the usual approach for estimating parameters of a statistical model is the maximum likelihood estimation (likelihood method). usually, this works based on iterative algorithms such as newton-raphson. however, the efficiency of the likelihood method is not guaranteed since there is no assurance that the newton-raphson method for maximizing the log-likelihood function will converge. in such cases, one option is to use a better estimation approach. in this study, several methods were compared for estimating the parameters of two- and three-parameter weibull distributions. we applied ten methods for two-parameter and twelve methods for three-parameter cases. the data set was collected from natural beech dominated forest in northern iran. the results demonstrated that among the estimators investigated for two-parameter weibull distribution, the percentile method outperformed other competitors. in contrast, for three-parameter weibull distribution, the trimmed l-moment (tl-moment) method and the modified method of moments (type i and type ii) outperformed other competitors in terms of cramer von-mises criterion and kolmogorov-smirnov criterion, respectively.
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کلیدواژه
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least square method ,method of maximum product spacings ,tl-moment ,weibull distribution ,weighted maximum likelihood estimator
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آدرس
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gonbad kavous university, iran, golestan university, iran, gonbad kavous university, iran
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Authors
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