TY - GEN
T1 - Realistic Social Networks in Agent-Based Modeling
AU - Malikov, Maxim
AU - Salazar-Serna, Kathleen
N1 - Publisher Copyright:
© 2025 Society for Modeling & Simulation International (SCS).
PY - 2025
Y1 - 2025
N2 - This paper explores the importance of accurate social network connections in agent-based modeling and simulations. It examines the current state of social network datasets, discusses the building steps necessary to create an accurate and realistic social network representation, and showcases an example of one such network. Finally, it uses an agent-based model of a multi-modal transportation system to compare agent behavior under two different networks, highlighting the importance of social network structure. This structure proves critical in simulations where agents' decisions depend on social interactions, directly impacting the effectiveness of policy interventions.
AB - This paper explores the importance of accurate social network connections in agent-based modeling and simulations. It examines the current state of social network datasets, discusses the building steps necessary to create an accurate and realistic social network representation, and showcases an example of one such network. Finally, it uses an agent-based model of a multi-modal transportation system to compare agent behavior under two different networks, highlighting the importance of social network structure. This structure proves critical in simulations where agents' decisions depend on social interactions, directly impacting the effectiveness of policy interventions.
KW - agent-based simulation
KW - graph theory
KW - social networks
KW - transportation
KW - travel mode choice
UR - https://www.scopus.com/pages/publications/105015971338
UR - https://www.mendeley.com/catalogue/1b8776c0-d5a2-3c01-bbbb-6bb54b721752/
M3 - Conference contribution
AN - SCOPUS:105015971338
T3 - ANNSIM 2025 - Annual Modeling and Simulation Conference 2025
BT - ANNSIM 2025 - Annual Modeling and Simulation Conference 2025
A2 - Ferrero-Losada, Samuel
A2 - Abdelnabi, Ahmad Bany
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2025 Annual Modeling and Simulation Conference, ANNSIM 2025
Y2 - 26 May 2025 through 29 May 2025
ER -