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Biased Bayesian learning with an application to the risk-free rate puzzle
Affiliation:1. CMR, Center for Macroeconomic Research, University of Cologne, Albertus-Magnus-Platz, 50923 Köln, Germany;2. MEA, Germany;3. Netspar, The Netherlands;4. Department of Economics, University of Pretoria, Private Bag X20, Hatfield 0028, South Africa;1. School of Materials Science and Engineering, KIST-UNIST Ulsan Center for Convergent Materials, Center for Multidimensional Carbon Materials and Low Dimensional Carbon Materials Center, Ulsan National Institute of Science and Technology (UNIST), Ulsan 689-798, Republic of Korea;2. Samsung Advanced Institute of Technology, Gyeonggi-do 443-803, Republic of Korea;3. Department of Energy Science, Sungkyunkwan University, Suwon 440-746, Republic of Korea;4. Department of Physics and Astronomy, Seoul National University, Seoul 151-747, Republic of Korea;1. BIOMS, Im Neuenheimer Feld 267, 69120 Heidelberg, Germany;2. BioQuant/COS Heidelberg, Im Neuenheimer Feld 267, 69120 Heidelberg, Germany;3. Shriners Hospital for Children, Montreal, Quebec H3G 1A6, Canada;4. Department of Human Genetics, McGill University, Montreal, Quebec H3A 1B1, Canada
Abstract:Based on the axiomatic framework of Choquet decision theory, we develop a closed-form model of Bayesian learning with ambiguous beliefs about the mean of a normal distribution. In contrast to rational models of Bayesian learning the resulting Choquet Bayesian estimator results in a long-run bias that reflects the agent's ambiguity attitudes. By calibrating the standard equilibrium conditions of the consumption based asset pricing model we illustrate that our approach contributes towards a resolution of the risk-free rate puzzle. For a plausible parameterization we obtain a risk-free rate in the range of 3.5–5%. This is 1–2.5% closer to the empirical risk-free rate than according calibrations of the rational expectations model.
Keywords:Ambiguity  Non-additive probability measures  Bayesian learning  Truncated normal distribution  Risk-free rate puzzle
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