Q-Weibull distribution
In statistics, the q-Weibull distribution is a probability distribution that generalizes the Weibull distribution and the Lomax distribution. It is one example of a Tsallis distribution.
Characterization
Probability density function
The probability [density function] of a q-Weibull random variable is:where q < 2, > 0 are shape parameters and λ > 0 is the scale parameter of the distribution and
is the q-exponential
Cumulative distribution function
The cumulative distribution function of a q-Weibull random variable is:where
Mean
The mean of the q-Weibull distribution iswhere is the Beta function and is the Gamma function. The expression for the mean is a continuous function of q over the range of definition for which it is finite.
Relationship to other distributions
The q-Weibull is equivalent to the Weibull distribution when q = 1 and equivalent to the q-exponential whenThe q-Weibull is a generalization of the Weibull, as it extends this distribution to the cases of finite support and to include heavy-tailed distributions.
The q-Weibull is a generalization of the Lomax distribution, as it extends this distribution to the cases of finite support and adds the parameter. The Lomax parameters are:
As the Lomax distribution is a shifted version of the Pareto distribution, the q-Weibull for is a shifted reparameterized generalization of the Pareto. When q > 1, the q-exponential is equivalent to the Pareto shifted to have support starting at zero. Specifically: