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Evaluating the Validity of Agent-Based Models: Challenges and Methodological Approaches

delete2026-01-01
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PRE
AI
A
Anna Borawska *
M
Małgorzata Łatuszyńska
DOI:10.1007/978-3-032-13869-9_3delete
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Abstract

Abstract

En 中文
Agent-based modeling is gaining popularity as a tool supporting decision-making processes in management. Despite the growing interest in this method, the literature lacks consistent and widely accepted standards for assessing the quality and validity of agent-based models. This article analyzes available approaches to evaluating such models, focusing on procedures such as verification, calibration, validation, and accreditation. The conducted literature review indicates a shortage of empirical studies and highlights the difficulties in the practical application of existing evaluation methods. In response to these challenges, the article proposes a methodological framework that may support the development of more reliable and useful agent-based models in management.
Keywords:
agent-based modeling
model evaluation
validation
calibration
verification
intelligent management

Journal

E
EMERGING CHALLENGES IN INTELLIGENT MANAGEMENT INFORMATION SYSTEMS, ECAI 2025-IMIS WORKSHOP, VOL 1
IF:
0
Papers:
27
Citations:
0

Organization

U
University of Szczecin
Scholars:
1.1K
Papers: 1.1K
Citations: 1.0K