Human Learning, Attunement and Social Bonding Based on Adaptive Homophily: A Multi-Adaptive Network Model

Yelyzaveta Mukeriia; Jan Treur; Sophie Hendrikse

doi:10.1007/978-3-031-99968-0_10

Human Learning, Attunement and Social Bonding Based on Adaptive Homophily: A Multi-Adaptive Network Model

Yelyzaveta Mukeriia
, Jan Treur^*
, Sophie Hendrikse

^*Corresponding author for this work

Artificial Intelligence

Research output: Chapter in Book / Report / Conference proceeding › Chapter › Academic › peer-review

Abstract

This chapter present a multi-adaptive network model integrating multiple adaptation mechanisms, specifically focusing on five types of adaptation. 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 latter enables to control the bonding based on the contextual relational situation of the persons. The chapter provides a comprehensive explanation of these concepts and their role in controlled learning within the diverse context scenarios of the chapter.

Original language	English
Title of host publication	New Analysis and Modeling Directions in Social Interaction Science
Subtitle of host publication	Emergent Multimodal Interpersonal Synchrony, Affiliation, and Bonding
Editors	Sophie C.F. Hendrikse, Jan Treur, Sander L. Koole
Publisher	Springer Nature Switzerland AG
Pages	227-276
Number of pages	50
ISBN (Electronic)	9783031999680
ISBN (Print)	9783031999703, 9783031999673
DOIs	https://doi.org/10.1007/978-3-031-99968-0_10
Publication status	Published - 2025

Publication series

Name	Studies in Systems, Decision and Control
Publisher	Springer
Volume	614
ISSN (Print)	2198-4182
ISSN (Electronic)	2198-4190

Bibliographical note

Published online: 2 January 2026.

Publisher Copyright:
© The Author(s), under exclusive license to Springer Nature Switzerland AG 2025.

Access to Document

10.1007/978-3-031-99968-0_10

Persistent URL (handle)

Persistent link

Cite this

Mukeriia, Y., Treur, J., & Hendrikse, S. (2025). Human Learning, Attunement and Social Bonding Based on Adaptive Homophily: A Multi-Adaptive Network Model. In S. C. F. Hendrikse, J. Treur, & S. L. Koole (Eds.), New Analysis and Modeling Directions in Social Interaction Science: Emergent Multimodal Interpersonal Synchrony, Affiliation, and Bonding (pp. 227-276). (Studies in Systems, Decision and Control; Vol. 614). Springer Nature Switzerland AG. https://doi.org/10.1007/978-3-031-99968-0_10

Mukeriia, Yelyzaveta ; Treur, Jan ; Hendrikse, Sophie. / Human Learning, Attunement and Social Bonding Based on Adaptive Homophily : A Multi-Adaptive Network Model. New Analysis and Modeling Directions in Social Interaction Science: Emergent Multimodal Interpersonal Synchrony, Affiliation, and Bonding. editor / Sophie C.F. Hendrikse ; Jan Treur ; Sander L. Koole. Springer Nature Switzerland AG, 2025. pp. 227-276 (Studies in Systems, Decision and Control).

@inbook{483e682b4f18465d9f9e458d7a98712b,

title = "Human Learning, Attunement and Social Bonding Based on Adaptive Homophily: A Multi-Adaptive Network Model",

abstract = "This chapter present a multi-adaptive network model integrating multiple adaptation mechanisms, specifically focusing on five types of adaptation. 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 latter enables to control the bonding based on the contextual relational situation of the persons. The chapter provides a comprehensive explanation of these concepts and their role in controlled learning within the diverse context scenarios of the chapter.",

author = "Yelyzaveta Mukeriia and Jan Treur and Sophie Hendrikse",

note = "Published online: 2 January 2026. Publisher Copyright: {\textcopyright} The Author(s), under exclusive license to Springer Nature Switzerland AG 2025.",

year = "2025",

doi = "10.1007/978-3-031-99968-0\_10",

language = "English",

isbn = "9783031999703",

series = "Studies in Systems, Decision and Control",

publisher = "Springer Nature Switzerland AG",

pages = "227--276",

editor = "Hendrikse, \{Sophie C.F.\} and Jan Treur and Koole, \{Sander L.\}",

booktitle = "New Analysis and Modeling Directions in Social Interaction Science",

}

Mukeriia, Y, Treur, J & Hendrikse, S 2025, Human Learning, Attunement and Social Bonding Based on Adaptive Homophily: A Multi-Adaptive Network Model. in SCF Hendrikse, J Treur & SL Koole (eds), New Analysis and Modeling Directions in Social Interaction Science: Emergent Multimodal Interpersonal Synchrony, Affiliation, and Bonding. Studies in Systems, Decision and Control, vol. 614, Springer Nature Switzerland AG, pp. 227-276. https://doi.org/10.1007/978-3-031-99968-0_10

Human Learning, Attunement and Social Bonding Based on Adaptive Homophily: A Multi-Adaptive Network Model. / Mukeriia, Yelyzaveta; Treur, Jan; Hendrikse, Sophie.
New Analysis and Modeling Directions in Social Interaction Science: Emergent Multimodal Interpersonal Synchrony, Affiliation, and Bonding. ed. / Sophie C.F. Hendrikse; Jan Treur; Sander L. Koole. Springer Nature Switzerland AG, 2025. p. 227-276 (Studies in Systems, Decision and Control; Vol. 614).

Research output: Chapter in Book / Report / Conference proceeding › Chapter › Academic › peer-review

TY - CHAP

T1 - Human Learning, Attunement and Social Bonding Based on Adaptive Homophily

T2 - A Multi-Adaptive Network Model

AU - Mukeriia, Yelyzaveta

AU - Treur, Jan

AU - Hendrikse, Sophie

N1 - Published online: 2 January 2026. Publisher Copyright: © The Author(s), under exclusive license to Springer Nature Switzerland AG 2025.

PY - 2025

Y1 - 2025

N2 - This chapter present a multi-adaptive network model integrating multiple adaptation mechanisms, specifically focusing on five types of adaptation. 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 latter enables to control the bonding based on the contextual relational situation of the persons. The chapter provides a comprehensive explanation of these concepts and their role in controlled learning within the diverse context scenarios of the chapter.

AB - This chapter present a multi-adaptive network model integrating multiple adaptation mechanisms, specifically focusing on five types of adaptation. 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 latter enables to control the bonding based on the contextual relational situation of the persons. The chapter provides a comprehensive explanation of these concepts and their role in controlled learning within the diverse context scenarios of the chapter.

UR - https://www.scopus.com/pages/publications/105026773889

UR - https://www.scopus.com/pages/publications/105026773889#tab=citedBy

U2 - 10.1007/978-3-031-99968-0_10

DO - 10.1007/978-3-031-99968-0_10

M3 - Chapter

AN - SCOPUS:105026773889

SN - 9783031999703

SN - 9783031999673

T3 - Studies in Systems, Decision and Control

SP - 227

EP - 276

BT - New Analysis and Modeling Directions in Social Interaction Science

A2 - Hendrikse, Sophie C.F.

A2 - Treur, Jan

A2 - Koole, Sander L.

PB - Springer Nature Switzerland AG

ER -

Mukeriia Y, Treur J, Hendrikse S. Human Learning, Attunement and Social Bonding Based on Adaptive Homophily: A Multi-Adaptive Network Model. In Hendrikse SCF, Treur J, Koole SL, editors, New Analysis and Modeling Directions in Social Interaction Science: Emergent Multimodal Interpersonal Synchrony, Affiliation, and Bonding. Springer Nature Switzerland AG. 2025. p. 227-276. (Studies in Systems, Decision and Control). doi: 10.1007/978-3-031-99968-0_10

Human Learning, Attunement and Social Bonding Based on Adaptive Homophily: A Multi-Adaptive Network Model

Abstract

Publication series

Bibliographical note

Access to Document

Persistent URL (handle)

Other files and links

Embargoed Document

Fingerprint

Cite this