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Inference procedures for the variance gamma model and applications
Authors:K. Fragiadakis  D. Karlis
Affiliation:1. Department of Economics , National and Kapodistrian University of Athens , 8 Pesmazoglou Street, 105 59 , Athens , Greece;2. Department of Statistics , Athens University of Economics and Business , 76 Patision Street, 104 34 , Athens , Greece
Abstract:Goodness-of-fit tests for the family of the four-parameter normal–variance gamma distribution are constructed. The tests are based on a weighted integral incorporating the empirical characteristic function of suitably standardized data. Non-standard algorithms are employed for the computation of the maximum-likelihood estimators of the parameters involved in the test statistic, while Monte Carlo results are used in order to compare the new test with some classical goodness-of-fit methods. A real-data application is also included.
Keywords:variance gamma distribution  goodness-of-fit test  characteristic function  maximum-likelihood estimation
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