TY - JOUR
T1 - A goodness-of-fit test for maximum order statistics from discrete distributions
AU - Facchinetti, Silvia
AU - Osmetti, Silvia Angela
PY - 2013
Y1 - 2013
N2 - 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.
AB - 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.
KW - Kolmogorov-Smirnov test
KW - discrete distribution
KW - goodness-of-fit test
KW - order statistics
KW - Kolmogorov-Smirnov test
KW - discrete distribution
KW - goodness-of-fit test
KW - order statistics
UR - http://hdl.handle.net/10807/53632
M3 - Article
SN - 2037-3627
VL - 4 (1)
SP - 9
EP - 21
JO - ELECTRONIC JOURNAL OF APPLIED STATISTICAL ANALYSIS: DECISION SUPPORT SYSTEMS AND SERVICES EVALUATION
JF - ELECTRONIC JOURNAL OF APPLIED STATISTICAL ANALYSIS: DECISION SUPPORT SYSTEMS AND SERVICES EVALUATION
ER -