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1.
Exploratory Data Analysis
1.3. EDA Techniques 1.3.6. Probability Distributions 1.3.6.6. Gallery of Distributions
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| Probability Density Function |
The formula for the probability density
function of the general Weibull distribution is
where
Since the general form of probability functions can be expressed in terms of the standard distribution, all subsequent formulas in this section are given for the standard form of the function. The following is the plot of the Weibull probability density function.
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| Cumulative Distribution Function |
The formula for the cumulative distribution
function of the Weibull distribution is
The following is the plot of the Weibull cumulative distribution
function with the same values of
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| Percent Point Function |
The formula for the percent point
function of the Weibull distribution is
The following is the plot of the Weibull percent point function with
the same values of
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| Hazard Function |
The formula for the hazard
function of the Weibull distribution is
The following is the plot of the Weibull hazard function with the
same values of
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| Cumulative Hazard Function |
The formula for the cumulative hazard
function of the Weibull distribution is
The following is the plot of the Weibull cumulative hazard function
with the same values of
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| Survival Function |
The formula for the survival
function of the Weibull distribution is
The following is the plot of the Weibull survival function
with the same values of
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| Inverse Survival Function |
The formula for the inverse
survival function of the Weibull distribution is
The following is the plot of the Weibull inverse survival function
with the same values of
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| Common Statistics |
The formulas below are with the location parameter equal to zero
and the scale parameter equal to one.
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| Parameter Estimation | Maximum likelihood estimation for the Weibull distribution is discussed in the Reliability chapter (Chapter 8). It is also discussed in Chapter 21 of Johnson, Kotz, and Balakrishnan. | ||||||||||||
| Comments | The Weibull distribution is used extensively in reliability applications to model failure times. | ||||||||||||
| Software | Most general purpose statistical software programs support at least some of the probability functions for the Weibull distribution. | ||||||||||||