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Choosing Factors in a Multifactor Asset Pricing Model: A Bayesian Approach Author info | Abstract | Publisher info | Download info | Related research | Statistics Ericsson, Johan () (Dept. of Economic Statistics, Stockholm School of Economics)
Karlsson, Sune () (Dept. of Economic Statistics, Stockholm School of Economics)
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We use Bayesian techniques to select factors in a general multifactor asset pricing model. From a given set of 15 factors we evaluate all possible pricing models by the extent to which they describe the data as given by the posterior model probabilities. Interest rates, premiums, returns on broadbased portfolios and macroeconomic variables are included in the set of considered factors. Using different portfolios as the investment universe we find strong evidence that a general multifactor pricing model should include market excess return, size premium, value premium and the momentum factor. There is some evidence that yearly growth rate in industrial production and term spread also are important factors.
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Paper provided by Stockholm School of Economics in its series Working Paper Series in Economics and Finance with number
524.
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Length: 19 pages
Date of creation: 03 Apr 2003Date of revision:
12 Feb 2004Handle: RePEc:hhs:hastef:0524Contact details of provider: Postal: The Economic Research Institute, Stockholm School of Economics, P.O. Box 6501, 113 83 Stockholm, Sweden Phone: +46-(0)8-736 90 00 Fax: +46-(0)8-31 01 57 Email: Web page: http://www.hhs.se/ More information through EDIRC
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Keywords: asset pricing factor models Bayesian model selection Find related papers by JEL classification: C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Bayesian Analysis C52 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Evaluation and Testing G12 - Financial Economics - - General Financial Markets - - - Asset Pricing
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