Non-Normal Distributions - Weibull Distribution
The Weibull distribution has the probability density function:
f(x) = c/b*[(x-θ)/b]c-1 * e^{-[(x-θ)/b]c}
θ < x, b > 0, c > 0
where
b | is the scale parameter of the distribution |
c | is the shape parameter of the distribution |
θ | is the location parameter of the distribution |
e | is the base of the natural logarithm, sometimes called Euler's e (2.71...) |
- Threshold (location) parameter
- The valid range for the Weibull distribution is from 0 to infinity. Instead of 0 (zero), STATISTICA allows you to enter a different value for the lowest threshold (location) parameter; that value will be subtracted from the data values before the Weibull distribution is fitted. Thus, the threshold value must be less than the smallest observed value.
- Applications
- As described earlier, the exponential distribution is often used as a model of time-to-failure measurements, when the failure (hazard) rate is constant over time. When the failure probability varies over time, then the Weibull distribution is appropriate. Thus, the Weibull distribution is often used in reliability testing (e.g., of electronic relays, ball bearings, etc.; see Hahn and Shapiro, 1967).
- Estimation
- STATISTICA will compute maximum likelihood estimates for the scale and shape parameters of the Weibull distribution (see Evans, Hastings, and Peacock, 1993).
- Weibull distribution in Survival Analysis
- Note that in Survival Analysis, instead of the scale parameter b, the inverse 1/b = Lambda is often estimated. Also, if you use the life table analysis facilities to estimate the parameters of the Weibull distribution (using weighted least squares methods), the program will estimate and report the parameter L' = Lc (Lambda to the power of c). Therefore, when comparing the results computed by the Survival Analysis module with those computed by the Process Analysis module, the estimates for the scale parameter will not be directly compatible.
- Weibull and reliability/failure time analysis
- Maximum likelihood estimates for the two-and three-parameter Weibull distribution can also be computed via the Weibull & Reliability/Failure Time Analysis options. Those options will also handle data sets with censored observations and grouped (life table) data.
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