A detailed heterogeneous agent model for a single asset financial market with trading via an order book
We present an agent based model of a single asset financial market that is capable of replicating most of the non-trivial statistical properties observed in real financial markets, generically referred to as stylized facts. In our model agents employ strategies inspired on those used in real markets...
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Veröffentlicht in: | PloS one 2017-02, Vol.12 (2), p.e0170766-e0170766 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | We present an agent based model of a single asset financial market that is capable of replicating most of the non-trivial statistical properties observed in real financial markets, generically referred to as stylized facts. In our model agents employ strategies inspired on those used in real markets, and a realistic trade mechanism based on a double auction order book. We study the role of the distinct types of trader on the return statistics: specifically, correlation properties (or lack thereof), volatility clustering, heavy tails, and the degree to which the distribution can be described by a log-normal. Further, by introducing the practice of "profit taking", our model is also capable of replicating the stylized fact related to an asymmetry in the distribution of losses and gains. |
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ISSN: | 1932-6203 1932-6203 |
DOI: | 10.1371/journal.pone.0170766 |