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The structural Sharpe model under t-distributions
Authors:Manuel Galea  David Cademartori  Filidor Vilca
Institution:1. Universidad de Valparaíso and Laboratorio de Análisis Estocástico , Chile;2. Escuela de Comercio, Pontificia Universidad Católica de Valparaíso , Chile;3. Departamento de Estatística , Universidade Estadual de Campinas , Brazil
Abstract:In this paper we consider Sharpe's single-index model or Sharpe's model, by assuming that the returns obtained follow a multivariate t elliptical distribution. Also, given that the returns of the market are not observable, the statistical analysis was made in the context of an errors-in-variables model. In order to analyze the sensibility to possible outliers and/or atypical returns of the maximum likelihood estimators the local influence method 10 Cook, R. D. 1986. Assessment of local influence. J. Roy. Statist. Soc. B, 48: 133169.  Google Scholar]] was implemented. The results are illustrated by using a set of shares of companies belonging to the Chilean Stock Market. The main conclusion is that the t model with small degrees of freedom is able to incorporate possible outliers and influential returns in the data.
Keywords:diagnostics  t-distribution  errors-in-variables models  portfolios  Sharpe model
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