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A deterministic behaviour for realistic price dynamics
- Source :
- Physica A: Statistical Mechanics and its Applications, Physica A: Statistical Mechanics and its Applications, Elsevier, 2019, 525, pp.33-49. ⟨10.1016/j.physa.2019.03.042⟩, Physica A: Statistical Mechanics and its Applications, 2019, 525, pp.33-49. ⟨10.1016/j.physa.2019.03.042⟩
- Publication Year :
- 2019
- Publisher :
- HAL CCSD, 2019.
-
Abstract
- International audience; In recent years, many studies on financial markets have relied on artificial agents, whether for the evaluation of strategies, the study of price dynamics or the efficient execution of orders. The behaviours used in those studies, often Zero-Intelligence Traders, fundamentalists or chartists, are stochastic and therefore non-deterministic, mainly because such agents easily yield a market that continuously fixes prices. We argue here that a rational and fully deterministic behaviour is sufficient both to reproduce the classic stylized facts of the field, but also to ensure that agents with different initial parameters have different opportunities to enrich themselves. To illustrate this purpose, we introduce Deterministic Artificial Traders, or DAT, and we show their performances in several situations. This result illustrates the fact that financial markets are a complex system, as some deterministic behaviours lead to some randomness in the market, both at the macroscopic and microscopic levels
- Subjects :
- Statistics and Probability
agent-based computational economics
Stylized fact
artificial markets
Computer science
deterministic behaviours
Field (Bourdieu)
Yield (finance)
Financial market
Complex system
Agent-based computational economics
multi-agents systems
Condensed Matter Physics
01 natural sciences
[INFO.INFO-MO]Computer Science [cs]/Modeling and Simulation
microeconomics
010305 fluids & plasmas
[INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]
Dynamics (music)
[INFO.INFO-MA]Computer Science [cs]/Multiagent Systems [cs.MA]
0103 physical sciences
Econometrics
price dynamics
010306 general physics
Randomness
Subjects
Details
- Language :
- English
- ISSN :
- 03784371
- Database :
- OpenAIRE
- Journal :
- Physica A: Statistical Mechanics and its Applications, Physica A: Statistical Mechanics and its Applications, Elsevier, 2019, 525, pp.33-49. ⟨10.1016/j.physa.2019.03.042⟩, Physica A: Statistical Mechanics and its Applications, 2019, 525, pp.33-49. ⟨10.1016/j.physa.2019.03.042⟩
- Accession number :
- edsair.doi.dedup.....0991a7d2a526dd9c7e79ddb9f1c6b371
- Full Text :
- https://doi.org/10.1016/j.physa.2019.03.042⟩