A detailed heterogeneous agent model for a single asset financial market with trading via an order book.
basic_science · Level V
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- Record sourced from PubMed, PMID 28245251.
- Also identified by DOI 10.1371/journal.pone.0170766 and PMC identifier 5330465.
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Abstract
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.
Medical subject headings
- Financial Management
- Investments
- Models, Statistical