Estimating multidimensional density functions using the Malliavin-Thalmaier formula

The Malliavin-Thalmaier formula was introduced for simulation of high dimensional probability density functions. But when this integration by parts formula is applied directly in computer simulations, we show that it is unstable. We propose an approximation to the Malliavin-Thalmaier formula. In thi...

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Detalhes bibliográficos
Autores: Kohatsu Higa, Arturo, Yasuda, Kazuhiro
Tipo de documento: artigo
Data de publicação:2007
País:Perú
Recursos:Pontificia Universidad Católica del Perú
Repositório:PUCP-Institucional
Idioma:espanhol
OAI Identifier:oai:repositorio.pucp.edu.pe:20.500.14657/96672
Acesso em linha:http://revistas.pucp.edu.pe/index.php/promathematica/article/view/10249/10694
Access Level:Acceso aberto
Palavra-chave:Malliavin Calculus
Financial Engineering
Greeks
Sensitivity Analysis
Density Estimation
https://purl.org/pe-repo/ocde/ford#1.01.00
Descrição
Resumo:The Malliavin-Thalmaier formula was introduced for simulation of high dimensional probability density functions. But when this integration by parts formula is applied directly in computer simulations, we show that it is unstable. We propose an approximation to the Malliavin-Thalmaier formula. In this paper, we find the order of the bias and the variance of the approximation error. And we obtain an explicit Malliavin-Thalmaier formula for the calculation of Greeks in finance. The weights obtained are free from the curse of dimensionality.