Abstract
Employing an agent-based trading model integrated with opinion dynamics, I conduct a systematic exploration of the factors potentially contributing to financial market frenzies. Applying my previously established testbed described in detail in a companion paper (part I), I examine the influence of two competing narratives on three hypotheses: self-reinforcement; herding; and an additive response to inputs. Utilizing a real-world dataset, I investigate these dynamics. The findings reveal that although all three hypotheses affect price movements, herding behavior has the most substantial impact. The source code for these simulations is available on Github, allowing researchers to replicate and extend this work.
Original language | English |
---|---|
Title of host publication | Proceedings of the 16th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART |
Publisher | SciTePress |
Pages | 138-148 |
Number of pages | 11 |
Volume | 1 |
ISBN (Electronic) | 9789897586804 |
DOIs | |
Publication status | Published - 1 Mar 2024 |
Event | ICAART2024 : 16th International Conference on Agents and Artificial Intelligence - Italy, Rome, Italy Duration: 24 Feb 2024 → 26 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
Name | ICAART - International Conference on Agents and Artificial Intelligence |
---|---|
Publisher | SciTePress |
ISSN (Electronic) | 2184-433X |
Conference
Conference | ICAART2024 |
---|---|
Abbreviated title | ICAART2024 |
Country/Territory | Italy |
City | Rome |
Period | 24/02/24 → 26/02/24 |
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 II: An Opinionated Trader Agent-Based Model with Dynamic Feedback'. Together they form a unique fingerprint.Equipment
-
HPC (High Performance Computing) and HTC (High Throughput Computing) Facilities
Alam, S. R. (Manager), Williams, D. A. G. (Manager), Eccleston, P. E. (Manager) & Greene, D. (Manager)
Facility/equipment: Facility