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Complexity synchronization in emergent intelligence

delete2024-03-21
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K
Korosh Mahmoodi *
S
Scott E. Kerick
P
Piotr J. Franaszczuk
T
Thomas D. Parsons
P
Paolo Grigolini
B
Bruce J. West
DOI:10.1038/s41598-024-57384-5delete
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摘要

摘要

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In this work, we use a simple multi-agent-based-model (MABM) of a social network, implementing selfish algorithm (SA) agents, to create an adaptive environment and show, using a modified diffusion entropy analysis (DEA), that the mutual-adaptive interaction between the parts of such a network manifests complexity synchronization (CS). CS has been shown to exist by processing simultaneously measured time series from among organ-networks (ONs) of the brain (neurophysiology), lungs (respiration), and heart (cardiovascular reactivity) and to be explained theoretically as a synchronization of the multifractal dimension (MFD) scaling parameters characterizing each time series. Herein, we find the same kind of CS in the emergent intelligence of groups formed in a self-organized social interaction without macroscopic control but with biased self-interest between two groups of agents playing an anti-coordination game. This computational result strongly suggests the existence of the same CS in real-world social phenomena and in human-machine interactions as that found empirically in ONs.
Keyword:
Complexity synchronization
Modified diffusion entropy analysis
Emergent intelligence
Adaptive environment
Multi-agent-based-modeling
Selfish algorithm
Reinforcement learning
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