Função de acoplamento t-Student assimetrica : modelagem de dependencia assimetrica / Skewed t-Student copula function : skewed dependence modelling
AUTOR(ES)
Erick Andrade Busato
DATA DE PUBLICAÇÃO
2008
RESUMO
The Skewed t-Student distribution family, constructed upon the multivariate normal mixture distribution, known as mean-variance mixture, composed with the Inverse-Gamma distribution, has many desirable flexibility properties for many distribution asymmetry structures. These properties are explored by constructing copula functions with asymmetric dependence. In this work the properties and characteristics of the Skewed t-Student distribution and the construction of a respective copula function are studied, presenting different dependence structures that the copula function generates, including tail dependence asymmetry. Parameter estimation methods are presented for the copula, with applications up to the 3rd dimension. This copula function is used to compose an ARMAGARCH- Copula model with Skewed t-Student marginal distribution that is adjusted to logreturns of Petroleum and Gasoline prices and log-returns of the AMEX Oil Index, emphasizing the return s tail distribution. The model will be compared, by the means of the VaR (Value at Risk) and Akaike s Information Criterion, along with other Goodness-of-fit measures, with models based on the Symmetric t-Student Copula
ASSUNTO(S)
copula multivariate analysis distribution (probability) analise multivariada risco (economia) - modelos matemáticos distribuição (probabilidades) copulas risk (economics)
ACESSO AO ARTIGO
http://libdigi.unicamp.br/document/?code=000436116Documentos Relacionados
- Construção de distribuições multivariadas com dependências assimétricas : modelos hierárquicos arquimedianos, modelos pair-cópula e cópula t-sudent
- AvaliaÃÃo de edidas de influÃncia local em modelos lineares espaciais t-Student
- InfluÃncia local em modelos geoestatÃsticos T-Student com aplicaÃÃes a dados agrÃcolas
- SPATIAL VARIABILITY OF SOYBEAN YIELD THROUGH A REPARAMETERIZED T-STUDENT MODEL
- Modelagem da dependência entre testes para diagnóstico clínico usando funções cópula