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  2. Collective behavior of decentralized, self-organized systems

    Swarm intelligence (SI) is the collective behavior of decentralized, self-organized systems, natural or artificial. The concept is employed in work on artificial intelligence.
    en.wikipedia.org/wiki/Swarm_intelligence
    en.wikipedia.org/wiki/Swarm_intelligence
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    What is Swarm Intelligence (SI)?Nature has always been a rich inspirational source over the ages, with much still to learn from and discover about. Swarm Intelligence (SI) is a relatively new and potentially promising branch of Artificial Intelligence that is used to model the collective intelligent behavior of social swarms in nature.
    What are the characteristics of a swarm intelligence system?The typical swarm intelligence system has the following properties: the overall behaviour of the system results from the interactions of individuals with each other and with their environment, that is, the group behavior self-organizes.
    How does swarm intelligence work?Note: In swarm intelligence, each individual (object) in the group is independent of others, each individual is responsible for their own contribution to solve that problem regardless of what others are doing. Let’s take an example to prove that the collective knowledge of objects is better than any individual object.
    How is swarm intelligence research classified?Research in swarm intelligence can be classified according to different criteria. Natural vs. Artificial: It is customary to divide swarm intelligence research into two areas according to the nature of the systems under analysis.
     
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    Swarm intelligence - Wikipedia

    Swarm intelligence (SI) is the collective behavior of decentralized, self-organized systems, natural or artificial. The concept is employed in work on artificial intelligence. The expression was introduced by Gerardo Beni and Jing Wang in 1989, in the context of cellular robotic systems. SI systems consist … See more

    Boids (Reynolds 1987)
    Boids is an artificial life program, developed by Craig Reynolds in 1986, which simulates flocking. It was published in 1987 in the … See more

    • Bonabeau, Eric; Dorigo, Marco; Theraulaz, Guy (1999). Swarm Intelligence: From Natural to Artificial Systems. Oup USA. See more

    1989
    Gerardo Beni and Jing Wang introduced the expression 'swarm intelligence' in the context of cellular robotic systems.
    1986
    Craig Reynolds developed Boids, an artificial life program that simulates flocking.
    1995
    Vicsek et al. introduced self-propelled particles (SPP), a special case of the boids model.
    1992
    Dorigo introduced ant colony optimization (ACO), a class of optimization algorithms modeled on the actions of an ant colony.
    1995
    Kennedy, Eberhart & Shi introduced particle swarm optimization (PSO), a global optimization algorithm for dealing with problems in which a best solution can be represented as a point or surface in an n-dimensional space.
    2015
    Artificial Swarm Intelligence (ASI) is method of amplifying the collective intelligence of networked human groups using control algorithms modeled after natural swarms.
    2018
    Stanford University School of Medicine published a study showing that groups of human doctors, when connected together by real-time swarming algorithms, could diagnose medical conditions with substantially higher accuracy than individual doctors or groups of doctors working together using traditional crowd-sourcing methods.
    2021
    The University of California San Francisco (UCSF) School of Medicine released a preprint about the diagnosis of MRI images by small groups of collaborating doctors. The study showed a 23% increase in diagnostic accuracy when using Artificial Swarm Intelligence (ASI) technology compared to majority voting.

    Swarm Intelligence-based techniques can be used in a number of applications. The U.S. military is investigating swarm techniques for … See more

    • Marco Dorigo and Mauro Birattari (2007). "Swarm intelligence" in Scholarpedia
    • Antoinette Brown. Swarm Intelligence See more

     
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  5. Introduction to Swarm Intelligence - GeeksforGeeks

    WebLast Updated : 15 May, 2021. Swarm Intelligence (S.I.) was introduced by Gerardo Beni and Jing Wang in the year 1989. S.I. simply means using the knowledge of collective objects (people, insects, etc.) together and …

  6. Swarm Intelligence - an overview | ScienceDirect Topics

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  10. Swarm intelligence - Scholarpedia

  11. How Swarm Intelligence Blends Global and Local Insight

    WebApr 23, 2020 · Swarm intelligence is a form of artificial intelligence (AI) inspired by the insect kingdom. In nature, it describes how honeybees migrate, how ants form perfect trails, and how birds flock.

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