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Exploitation of Information as a Trading Characteristic: A Causality-Based Analysis of Simulated and Financial Data

In financial markets, information constitutes a crucial factor contributing to the evolution of the system, while the presence of heterogeneous investors ensures its flow among financial products. When nonlinear trading strategies prevail, the diffusion mechanism reacts accordingly. Under these cond...

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Detalles Bibliográficos
Autores principales: Kyrtsou, Catherine, Mikropoulou, Christina, Papana, Angeliki
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7597289/
https://www.ncbi.nlm.nih.gov/pubmed/33286908
http://dx.doi.org/10.3390/e22101139
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author Kyrtsou, Catherine
Mikropoulou, Christina
Papana, Angeliki
author_facet Kyrtsou, Catherine
Mikropoulou, Christina
Papana, Angeliki
author_sort Kyrtsou, Catherine
collection PubMed
description In financial markets, information constitutes a crucial factor contributing to the evolution of the system, while the presence of heterogeneous investors ensures its flow among financial products. When nonlinear trading strategies prevail, the diffusion mechanism reacts accordingly. Under these conditions, information englobes behavioral traces of traders’ decisions and represents their actions. The resulting effect of information endogenization leads to the revision of traders’ positions and affects connectivity among assets. In an effort to investigate the computational dimensions of this effect, we first simulate multivariate systems including several scenarios of noise terms, and then we apply direct causality tests to analyze the information flow among their variables. Finally, empirical evidence is provided in real financial data.
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spelling pubmed-75972892020-11-09 Exploitation of Information as a Trading Characteristic: A Causality-Based Analysis of Simulated and Financial Data Kyrtsou, Catherine Mikropoulou, Christina Papana, Angeliki Entropy (Basel) Article In financial markets, information constitutes a crucial factor contributing to the evolution of the system, while the presence of heterogeneous investors ensures its flow among financial products. When nonlinear trading strategies prevail, the diffusion mechanism reacts accordingly. Under these conditions, information englobes behavioral traces of traders’ decisions and represents their actions. The resulting effect of information endogenization leads to the revision of traders’ positions and affects connectivity among assets. In an effort to investigate the computational dimensions of this effect, we first simulate multivariate systems including several scenarios of noise terms, and then we apply direct causality tests to analyze the information flow among their variables. Finally, empirical evidence is provided in real financial data. MDPI 2020-10-08 /pmc/articles/PMC7597289/ /pubmed/33286908 http://dx.doi.org/10.3390/e22101139 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Kyrtsou, Catherine
Mikropoulou, Christina
Papana, Angeliki
Exploitation of Information as a Trading Characteristic: A Causality-Based Analysis of Simulated and Financial Data
title Exploitation of Information as a Trading Characteristic: A Causality-Based Analysis of Simulated and Financial Data
title_full Exploitation of Information as a Trading Characteristic: A Causality-Based Analysis of Simulated and Financial Data
title_fullStr Exploitation of Information as a Trading Characteristic: A Causality-Based Analysis of Simulated and Financial Data
title_full_unstemmed Exploitation of Information as a Trading Characteristic: A Causality-Based Analysis of Simulated and Financial Data
title_short Exploitation of Information as a Trading Characteristic: A Causality-Based Analysis of Simulated and Financial Data
title_sort exploitation of information as a trading characteristic: a causality-based analysis of simulated and financial data
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7597289/
https://www.ncbi.nlm.nih.gov/pubmed/33286908
http://dx.doi.org/10.3390/e22101139
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