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A fixed-point algorithm to estimate the Yule-Simon distribution parameter

Autores

Garcia Garcia, Juan Manuel

Publicación externa

No

Medio

Appl. Math. Comput.

Alcance

Article

Naturaleza

Científica

Cuartil JCR

Cuartil SJR

Impacto JCR

1.317

Impacto SJR

1.05

Fecha de publicacion

01/07/2011

ISI

000290622200044

Abstract

The Yule-Simon distribution is a discrete probability distribution related to preferential attachment processes such as the growth in the number of species per genus in some higher taxon of biotic organisms, the distribution of the sizes of cities, the wealth distribution among individuals, the number of links to pages in the World Wide Web, among others. In this paper we present an algorithm to, given a set of observations stemmed from a Yule process, obtain the parameter of the Yule-Simon distribution with maximum likelihood. In order to test our algorithm, we use a modified Polya urn process simulation to generate some data that was used as input to our algorithm. We make a comparison of our algorithm with other methods and also we show an application to some empirical data. (C) 2011 Elsevier Inc. All rights reserved.

Palabras clave

Yule-Simon distribution; Yule process; Preferential attachment