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Classification of Random Boolean Networks (2002)

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by Carlos Gershenson
Citations:70 - 14 self
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BibTeX

@MISC{Gershenson02classificationof,
    author = {Carlos Gershenson},
    title = {Classification of Random Boolean Networks},
    year = {2002}
}

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Abstract

We provide the first classification of different types of RandomBoolean Networks (RBNs). We study the differences of RBNs depending on the degree of synchronicity and determinism of their updating scheme. For doing so, we first define three new types of RBNs. We note some similarities and differences between different types of RBNs with the aid of a public software laboratory we developed. Particularly, we find that the point attractors are independent of the updating scheme, and that RBNs are more different depending on their determinism or non-determinism rather than depending on their synchronicity or asynchronicity. We also show a way of mapping non-synchronous deterministic RBNs into synchronous RBNs. Our results are important for justifying the use of specific types of RBNs for modelling natural phenomena.

Keyphrases

random boolean network    different type    updating scheme    synchronous rbns    new type    randomboolean network    public software laboratory    point attractor    first classification    natural phenomenon    specific type    non-synchronous deterministic rbns   

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