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An adaptive regime-switching regression model for hedge funds

 
: Erlwein, C.; Müller, M.

:

IMA journal of management mathematics 25 (2014), No.2, pp.203-231
ISSN: 1471-6798
ISSN: 1471-678X
English
Journal Article
Fraunhofer ITWM ()

Abstract
We propose a switching regression model for hedge funds to capture the characteristics of trading strategies through time. The coefficients are governed by a discrete-time Markov chain and are able to switch between regimes. The states of the Markov chain represent different states of the economy. Hedge fund indices from main trading strategies and market indices are chosen as regressors. A filtering technique by Elliott (1994, Exact adaptive filters for Markov chains observed in Gaussian noise. Automatica, 30, 1399-1408) is used to filter out hidden information and optimal parameter estimates are derived through a filter-based Expectation-Maximization algorithm. Our switching regression model is applied to individual hedge fund series from the Hedge Fund Research database.

: http://publica.fraunhofer.de/documents/N-301832.html