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==Beta distribution== {{Unreferenced section|date=December 2019}} [[File:Harmonic mean for Beta distribution for alpha and beta ranging from 0 to 5 - J. Rodal.jpg|thumb|Harmonic mean for Beta distribution for 0 < α < 5 and 0 < β < 5]] [[File:(Mean - HarmonicMean) for Beta distribution versus alpha and beta from 0 to 2 - J. Rodal.jpg|thumb|(Mean - HarmonicMean) for Beta distribution versus alpha and beta from 0 to 2]] [[File: Harmonic Means for Beta distribution Purple=H(X), Yellow=H(1-X), smaller values alpha and beta in front - J. Rodal.jpg|thumb|Harmonic Means for Beta distribution Purple=H(X), Yellow=H(1-X), smaller values alpha and beta in front]] [[File: Harmonic Means for Beta distribution Purple=H(X), Yellow=H(1-X), larger values alpha and beta in front - J. Rodal.jpg|thumb|Harmonic Means for Beta distribution Purple=H(X), Yellow=H(1-X), larger values alpha and beta in front]] The harmonic mean of a [[beta distribution]] with shape parameters ''α'' and ''β'' is: :<math>H = \frac{\alpha - 1}{\alpha + \beta - 1} \text{ conditional on } \alpha > 1 \, \, \& \, \, \beta > 0 </math> The harmonic mean with ''α'' < 1 is undefined because its defining expression is not bounded in [0, 1]. Letting ''α'' = ''β'' : <math>H = \frac{\alpha - 1}{2 \alpha - 1}</math> showing that for ''α'' = ''β'' the harmonic mean ranges from 0 for ''α'' = ''β'' = 1, to 1/2 for ''α'' = ''β'' → ∞. The following are the limits with one parameter finite (non-zero) and the other parameter approaching these limits: :<math>\begin{align} \lim_{\alpha \to 0} H &= \text{ undefined } \\ \lim_{\alpha \to 1} H &= \lim_{\beta \to \infty} H = 0 \\ \lim_{\beta \to 0} H &= \lim_{\alpha \to \infty} H = 1 \end{align}</math> With the geometric mean the harmonic mean may be useful in maximum likelihood estimation in the four parameter case. A second harmonic mean (''H''<sub>1 − X</sub>) also exists for this distribution :<math>H_{1-X} = \frac{\beta - 1}{\alpha + \beta - 1} \text{ conditional on } \beta > 1 \, \, \& \, \, \alpha > 0</math> This harmonic mean with ''β'' < 1 is undefined because its defining expression is not bounded in [ 0, 1 ]. Letting ''α'' = ''β'' in the above expression :<math>H_{1-X} = \frac{\beta - 1}{2 \beta - 1} </math> showing that for ''α'' = ''β'' the harmonic mean ranges from 0, for ''α'' = ''β'' = 1, to 1/2, for ''α'' = ''β'' → ∞. The following are the limits with one parameter finite (non zero) and the other approaching these limits: : <math>\begin{align} \lim_{\beta \to 0} H_{1-X} &= \text{ undefined } \\ \lim_{\beta \to 1} H_{1-X} &= \lim_{\alpha \to \infty} H_{1-X} = 0 \\ \lim_{\alpha \to 0} H_{1-X} &= \lim_{\beta \to \infty} H_{1-X} = 1 \end{align}</math> Although both harmonic means are asymmetric, when ''α'' = ''β'' the two means are equal.
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