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Finance and Financial Management Commons

Open Access. Powered by Scholars. Published by Universities.®

Singapore Management University

2005

Model selection

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Smooth Test For Density, Aurobindo Ghosh, Anil K Bera Jan 2005

Smooth Test For Density, Aurobindo Ghosh, Anil K Bera

Research Collection Lee Kong Chian School Of Business

Recently econometricians have shifted their attention from point and interval forecasts to density forecasts because at the heart of market risk measurement is the forecast of the probability density functions of various financial variables. In this paper, we propose a formal test for density forecast evaluation based on Neyman's smooth test procedure. Apart from accepting or rejecting the tested model, this approach provides specific sources (such as the location, scale and shape of the distribution) of rejection, thereby helping in deciding possible modifications of the assumed model. Our applications to S&P 500 returns indicate capturing time-varying volatility and non-gaussianity significantly …