A multi-adaptive network model for human Hebbian learning, synchronization and social bonding based on adaptive homophily

Abstract

This paper present a multi-adaptive network model integrating multiple adaptation mechanisms, specifically focusing on five types of 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 learning within the diverse context scenarios of the paper.

Topics & Concepts