statpl: Goodness-of-fit for power-law distributed data
Abstract
statpl estimates the parameter of power-law distributed data and calculates goodness-of-fit tests for them. Many objects studied in astronomy follow a power-law distribution function (DF), for example the masses of stars or star clusters. Such data is often analyzed by generating a histogram and fitting a straight line to it. The parameters obtained in this way can be severely biased, and the properties of the underlying DF, such as its shape or a possible upper limit, are difficult to extract. statpl is an (effectively) bias-free estimator for the exponent and the upper limit.
- Publication:
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Astrophysics Source Code Library
- Pub Date:
- June 2012
- Bibcode:
- 2012ascl.soft06006M
- Keywords:
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- Software