Exploring the Impact of Competing Narratives on Financial Markets I: An Opinionated Trader Agent-Based Model as a Practical Testbed

Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

2 Citations (Scopus)
30 Downloads (Pure)

Abstract

This paper introduces a framework to empirically investigate the influence of competing narratives on financial market dynamics. I present an agent-based model of traders in a financial market, where traders are driven by opinion dynamics and are subject to self-reinforcement, herding behaviors, and an accumulative response to new information. My systematic approach includes isolating these factors, enabling a parametric analysis within the collective opinion dynamics of the market. This simulation provides a testbed to evaluate various market scenarios. While my findings are based on simulated data and thus warrant caution in real-world interpretation, they offer important insights into market fluctuations. This study lays groundwork for further research on trader behavior and market dynamics, and I have made the source-code publicly available for replication and extension.
Original languageEnglish
Title of host publication Proceedings of the 16th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART
PublisherSciTePress
Pages127-137
Number of pages11
Volume1
ISBN (Electronic)9789897586804
DOIs
Publication statusPublished - 1 Mar 2024
EventICAART2024 : 16th International Conference on Agents and Artificial Intelligence - Italy, Rome, Italy
Duration: 24 Feb 202426 Feb 2024
Conference number: 16
https://icaart.scitevents.org/Home.aspx
https://portal.insticc.org/SubmissionDeadlines/63e42b755652b110e22e62a4
https://icaart.scitevents.org/?y=2024

Publication series

NameICAART - International Conference on Agents and Artificial Intelligence
PublisherSciTePress
ISSN (Print)2184-3589
ISSN (Electronic)2184-433X

Conference

ConferenceICAART2024
Abbreviated titleICAART2024
Country/TerritoryItaly
CityRome
Period24/02/2426/02/24
Internet address

Bibliographical note

Publisher Copyright:
© 2024, Science and Technology Publications, Lda. All rights reserved.

Fingerprint

Dive into the research topics of 'Exploring the Impact of Competing Narratives on Financial Markets I: An Opinionated Trader Agent-Based Model as a Practical Testbed'. Together they form a unique fingerprint.

Cite this