TY - JOUR
T1 - A multi-adaptive network model for human Hebbian learning, synchronization and social bonding based on adaptive homophily
AU - Mukeriia, Yelyzaveta
AU - Treur, Jan
AU - Hendrikse, Sophie
N1 - Publisher Copyright:
© 2023 The Author(s)
PY - 2024/3
Y1 - 2024/3
N2 - This paper present a multi-adaptive network model integrating multiple adaptation mechanisms, specifically focusing on five types of such adaptation mechanisms. Two of them address first-order adaptation by learning of responding on others and first-order adaptation by bonding with others based on homophily. Three other adaptation mechanisms addressed are second-order adaptation of the speed of both Hebbian learning and bonding by homophily, and second-order adaptation of the homophily tipping point. The paper provides a comprehensive explanation of these concepts and their role in controlled adaptation within the diverse contextual scenarios of the paper.
AB - This paper present a multi-adaptive network model integrating multiple adaptation mechanisms, specifically focusing on five types of such adaptation mechanisms. Two of them address first-order adaptation by learning of responding on others and first-order adaptation by bonding with others based on homophily. Three other adaptation mechanisms addressed are second-order adaptation of the speed of both Hebbian learning and bonding by homophily, and second-order adaptation of the homophily tipping point. The paper provides a comprehensive explanation of these concepts and their role in controlled adaptation within the diverse contextual scenarios of the paper.
UR - https://www.scopus.com/pages/publications/85179754272
UR - https://www.scopus.com/inward/citedby.url?scp=85179754272&partnerID=8YFLogxK
U2 - 10.1016/j.cogsys.2023.101187
DO - 10.1016/j.cogsys.2023.101187
M3 - Article
AN - SCOPUS:85179754272
SN - 1389-0417
VL - 84
SP - 1
EP - 28
JO - Cognitive Systems Research
JF - Cognitive Systems Research
M1 - 101187
ER -