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Let X1,......Xn be an independent and identically distributed (iid) random sample from a Pareto(γ) distribution with a probability density function (pdf).

a) Calculate the pdf for the Pareto(γ) distribution.
b) Explain the range of possible values for this distribution.

User Mosd
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Final answer:

A random variable X following a Pareto distribution with shape parameter γ has a probability density function (PDF), where x ≥ k (the scale parameter). The distribution is continuous with X ranging from k to positive infinity.

Step-by-step explanation:

Calculating the PDF of a Pareto Distribution

The Pareto distribution is a continuous probability distribution named after the economist Vilfredo Pareto. It is often used in descriptions of social, scientific, geophysical, actuarial, and many other types of observable phenomena. A random variable X following a Pareto(γ) distribution, where γ is a positive parameter (shape parameter), has a probability density function (PDF) given by:

f(x;γ) = γ * k^γ / x^(γ+1), for x ≥ k

and 0 otherwise

where k is the scale parameter and it is the minimum possible value of X. The shape parameter γ determines the ‘tail’ of the distribution.

Range of Possible Values for Pareto Distribution

The Pareto distribution is continuous and is defined for X ≥ k. There is no upper limit to the values that X can take. Practically, this means that X can range from the scale parameter k to positive infinity.

User Matt Way
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