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Shifted Gompertz distribution
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Shifted Gompertz distribution
The shifted Gompertz distribution is the distribution of the larger of two independent random variables one of which has an exponential distribution with parameter and the other has a Gumbel distribution with parameters and . In its original formulation the distribution was expressed referring to the Gompertz distribution instead of the Gumbel distribution but, since the Gompertz distribution is a reverted Gumbel distribution, the labelling can be considered as accurate. It has been used as a model of adoption of innovations. It was proposed by Bemmaor (1994). Some of its statistical properties have been studied further by Jiménez and Jodrá (2009) and Jiménez Torres (2014).
It has been used to predict the growth and decline of social networks and on-line services and shown to be superior to the Bass model and Weibull distribution (Bauckhage and Kersting 2014).
The probability density function of the shifted Gompertz distribution is:
where is a scale parameter and is a shape parameter. In the context of diffusion of innovations, can be interpreted as the overall appeal of the innovation and is the propensity to adopt in the propensity-to-adopt paradigm. The larger is, the stronger the appeal and the larger is, the smaller the propensity to adopt.
The distribution can be reparametrized according to the external versus internal influence paradigm with as the coefficient of external influence and as the coefficient of internal influence. Hence:
When , the shifted Gompertz distribution reduces to an exponential distribution. When , the proportion of adopters is nil: the innovation is a complete failure. The shape parameter of the probability density function is equal to . Similar to the Bass model, the hazard rate is equal to when is equal to ; it approaches as gets close to . See Bemmaor and Zheng for further analysis.
The cumulative distribution function of the shifted Gompertz distribution is:
Equivalently,
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Shifted Gompertz distribution
The shifted Gompertz distribution is the distribution of the larger of two independent random variables one of which has an exponential distribution with parameter and the other has a Gumbel distribution with parameters and . In its original formulation the distribution was expressed referring to the Gompertz distribution instead of the Gumbel distribution but, since the Gompertz distribution is a reverted Gumbel distribution, the labelling can be considered as accurate. It has been used as a model of adoption of innovations. It was proposed by Bemmaor (1994). Some of its statistical properties have been studied further by Jiménez and Jodrá (2009) and Jiménez Torres (2014).
It has been used to predict the growth and decline of social networks and on-line services and shown to be superior to the Bass model and Weibull distribution (Bauckhage and Kersting 2014).
The probability density function of the shifted Gompertz distribution is:
where is a scale parameter and is a shape parameter. In the context of diffusion of innovations, can be interpreted as the overall appeal of the innovation and is the propensity to adopt in the propensity-to-adopt paradigm. The larger is, the stronger the appeal and the larger is, the smaller the propensity to adopt.
The distribution can be reparametrized according to the external versus internal influence paradigm with as the coefficient of external influence and as the coefficient of internal influence. Hence:
When , the shifted Gompertz distribution reduces to an exponential distribution. When , the proportion of adopters is nil: the innovation is a complete failure. The shape parameter of the probability density function is equal to . Similar to the Bass model, the hazard rate is equal to when is equal to ; it approaches as gets close to . See Bemmaor and Zheng for further analysis.
The cumulative distribution function of the shifted Gompertz distribution is:
Equivalently,