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Physical Sciences and Mathematics Commons

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Statistics and Probability

Brigham Young University

Theses/Dissertations

2011

Parameter estimation

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Parameter Estimation For The Two-Parameter Weibull Distribution, Mark A. Nielsen Mar 2011

Parameter Estimation For The Two-Parameter Weibull Distribution, Mark A. Nielsen

Theses and Dissertations

The Weibull distribution, an extreme value distribution, is frequently used to model survival, reliability, wind speed, and other data. One reason for this is its flexibility; it can mimic various distributions like the exponential or normal. The two-parameter Weibull has a shape (γ) and scale (β) parameter. Parameter estimation has been an ongoing search to find efficient, unbiased, and minimal variance estimators. Through data analysis and simulation studies, the following three methods of estimation will be discussed and compared: maximum likelihood estimation (MLE), method of moments estimation (MME), and median rank regression (MRR). The analysis of wind speed data from …