Testing non-linear dependence in the Hedge Fund industry

Testing non-linear dependence in the Hedge Fund industry

Serie: Documentos de Trabajo. 1007.

Autor: Javier Mencía.

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Testing non-linear dependence in the Hedge Fund industry (613 KB)

Resumen

This paper proposes a parsimonious approach to test non-linear dependence on the conditional mean and variance of hedge funds with respect to several market factors. My approach introduces non-linear dependence by means of empirically relevant polynomial functions of the factors. For comparison purposes, I also consider multifactor extensions of tests based on piecewise linear alternatives. I apply these tests to a database of monthly returns on 1,071 hedge funds. I find that non-linear dependence on the mean is highly sensitive to the factors that I consider. However, I obtain a much stronger evidence of non-linear dependence on the conditional variance.

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