In economic, financial and environmental sciences studies the extreme value theory is used for the evaluation of several complex occurring phenomena, e.g., risk management theory, natural calamities, meteorology and pollution studies. When the observed values are discrete, like count measurements, the discrete extreme value distributions should be applied. In this paper we propose a procedure to evaluate the goodness of fit of extreme values from discrete distributions. In particular we modify the classic statistic of the Kolmogorov-Smirnov goodness of fit test for continuous distribution function. This modification is necessary since the assumption of the Kolmogorov-Smirnov test is the continuity of the distribution specified under the null hypothesis. The distribution of the proposed test is given. The exact critical values of the test statistic are tabulated for extreme values from some specific discrete distributions. An application in environmental science is presented.

A goodness-of-fit test for maximum order statistics from discrete distributions / S. Facchinetti, S. Angela Osmetti. - In: ELECTRONIC JOURNAL OF APPLIED STATISTICAL ANALYSIS: DECISION SUPPORT SYSTEMS AND SERVICES EVALUATION. - ISSN 2037-3627. - 4:1(2013 Dec), pp. 9-21. [10.1285/i2037-3627v4n1p9]

A goodness-of-fit test for maximum order statistics from discrete distributions

S. Facchinetti
Primo
;
2013

Abstract

In economic, financial and environmental sciences studies the extreme value theory is used for the evaluation of several complex occurring phenomena, e.g., risk management theory, natural calamities, meteorology and pollution studies. When the observed values are discrete, like count measurements, the discrete extreme value distributions should be applied. In this paper we propose a procedure to evaluate the goodness of fit of extreme values from discrete distributions. In particular we modify the classic statistic of the Kolmogorov-Smirnov goodness of fit test for continuous distribution function. This modification is necessary since the assumption of the Kolmogorov-Smirnov test is the continuity of the distribution specified under the null hypothesis. The distribution of the proposed test is given. The exact critical values of the test statistic are tabulated for extreme values from some specific discrete distributions. An application in environmental science is presented.
Kolmogorov-Smirnov goodness of fit test; order statistics; discrete distributions
Settore STAT-01/A - Statistica
dic-2013
Article (author)
File in questo prodotto:
File Dimensione Formato  
13609-115769-1-PB.pdf

accesso aperto

Tipologia: Publisher's version/PDF
Licenza: Creative commons
Dimensione 431.2 kB
Formato Adobe PDF
431.2 kB Adobe PDF Visualizza/Apri
Pubblicazioni consigliate

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2434/1205592
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus ND
  • ???jsp.display-item.citation.isi??? ND
  • OpenAlex ND
social impact