Synergistic integration between machine learning and agent-based modeling: A multidisciplinary review

W Zhang, A Valencia, NB Chang - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Agent-based modeling (ABM) involves develo** models in which agents make adaptive
decisions in a changing environment. Machine-learning (ML) based inference models can …

[HTML][HTML] From data to insights: A bibliometric assessment of agent-based modeling applications in transportation

A Domenteanu, C Delcea, N Chiriță, C Ioanăș - Applied Sciences, 2023 - mdpi.com
This paper presents a bibliometric analysis within the research domain dedicated to the
utilization of agent-based modeling (ABM) in the field of transportation. By employing …

Computational experiments meet large language model based agents: A survey and perspective

Q Ma, X Xue, D Zhou, X Yu, D Liu, X Zhang… - arxiv preprint arxiv …, 2024 - arxiv.org
Computational experiments have emerged as a valuable method for studying complex
systems, involving the algorithmization of counterfactuals. However, accurately representing …

[HTML][HTML] A comprehensive study of agent-based airport terminal operations using surrogate modeling and simulation

BCD De Bosscher, SSM Ziabari… - … Modelling Practice and …, 2023 - Elsevier
Airport terminals are complex sociotechnical systems, in which humans interact with diverse
technical systems. A natural way to represent them is through agent-based modeling …

Research trend of causal machine learning method: A literature review

S Arti, I Hidayah… - IJID (International Journal …, 2020 - ejournal.uin-suka.ac.id
Abstract Machine learning is commonly used to predict and implement pattern recognition
and the relationship between variables. Causal machine learning combines approaches for …

A survey on agent‐based modelling assisted by machine learning

A Platas‐López, A Guerra‐Hernández… - Expert …, 2025 - Wiley Online Library
Agent‐based models have diversified their applications across various domains due to the
ease with which different phenomena can be represented and simulated. These models …

Agent-based models assisted by supervised learning: a proposal for model specification

A Platas-López, A Guerra-Hernández… - Electronics, 2023 - mdpi.com
Agent-based modeling (ABM) has become popular since it allows a direct representation of
heterogeneous individual entities, their decisions, and their interactions, in a given space …

An optimization method for evacuation guidance under limited visual field

S Dong, P Huang, W Wang - Physica A: Statistical Mechanics and its …, 2022 - Elsevier
In the emergency under smoke or gas, the visual field of pedestrians is limited,
unreasonable evacuation guidance methods will affect the efficiency of evacuation, and …

An Optimization Method for Evacuation Guidance in Multi-Room Scenarios

S Dong, P Huang, J Zhang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
In emergency situations, individuals often experience panic and may struggle to find their
way to safety. In such cases, the presence of trained leaders is crucial to provide guidance …