Agent-based cognitive models are inspired by ant colony and economic complex systems

the verdict

SUPPORTED

the evidence backs this

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2 sources for · 0 against

Counts group repeated records of the same source within each side. They do not measure evidence strength or source independence.

Agent-based cognitive models draw inspiration from both biological swarm intelligence, such as ant colonies, and complex economic systems.

The analysis

The claim specifically states that agent-based cognitive models are inspired by ant colonies and economic complex systems. Paper [1] demonstrates the use of ant colony optimization in cognitive networks, while Paper [9] explicitly links cognitive models, agent-based frameworks, and economic complex adaptive systems. Both parts of the claim are thus directly supported by the literature.

Evidence for · 2

Energy enhancement using Multiobjective Ant colony optimization with Double Q learning algorithm for IoT based cognitive radio networks

Recorded source metadata

S. Vimal, Manju Khari, R. G. Crespo, L. Kalaivani, N. Dey, M. Kaliappan. Energy enhancement using Multiobjective Ant colony optimization with Double Q learning algorithm for IoT based cognitive radio networks. 2020. https://doi.org/10.1016/j.comcom.2020.03.004

This paper utilizes ant colony optimization algorithms for cognitive network modeling, exemplifying the biological inspiration behind agent-based cognitive systems.

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More for · 1

Minds and markets as complex systems: an emerging approach to cognitive economics.

Recorded source metadata

Samuel G. B. Johnson, Patrick R. Schotanus, J. Kelso. Minds and markets as complex systems: an emerging approach to cognitive economics.. 2024. https://doi.org/10.1016/j.tics.2024.07.003

This paper discusses cognitive economics and explicitly frames minds and markets as complex adaptive systems, supporting the connection between agent-based cognitive models and economic complex systems.

Source citation format

The paper trail · every fact has a biography

first checked01 Aug 2026

judged → SUPPORTED · 8801 Aug 2026

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