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The Use of the Puzzle Box as a Means of Assessing the Efficacy of Environmental Enrichment
Published on: December 29, 2014
Revisiting the excess volatility puzzle through the lens of the Chiarella model
Jutta G Kurth1,2, Adam A Majewski3, Jean-Philippe Bouchaud3,4
1CFM Chair of Econophysics and Complex Systems, École polytechnique, Palaiseau Cedex, France.
Abstract:
We amend and extend the Chiarella model of financial markets to deal with arbitrary drift in long-term value in a consistent way. This allows us to improve upon existing calibration schemes, opening the possibility of calibrating individual monthly time series instead of classes of time series. The technique is employed on spot prices of four asset classes from ca. 1800 onward (stock indices, bonds, commodities, currencies). The so-called fundamental value is a direct output of the calibration, which allows us to (a) quantify the amount of excess volatility in these markets, which we find to be large (e.g. a factor [Formula: see text] for stock indices) and consistent with previous estimates; and (b) determine the distribution of mispricings (i.e. the log-difference between market price and value), which we find in many cases to be bimodal. Both findings are strongly at odds with the Efficient Market Hypothesis. We also study in detail the 'sloppiness' of the calibration, that is, the directions in parameter space that are weakly constrained by data. The main conclusions of our study are remarkably consistent across different asset classes, and reinforce the hypothesis that the medium-term fate of financial markets is determined by a tug-of-war between trend followers and fundamentalists.
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