1993
DOI: 10.1080/09540099308915693
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The Behaviour of Affine Boolean Sequential Networks

Abstract: Whereas a signijcant attzount of empirical work has been carried out in the area of logical neural networks, the fundamental theoretical basis is underdeveloped. This paper provides an analysis of recurrent nets of a$ne Boolean functions and defines the relation between their behaviour and that of linear Boolean nets. It is shown that the only effect on the unlabelled state structure of adding any number of inverters to a linear Boolean net is a restricted modification of cycle lengths.

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Cited by 18 publications
(13 citation statements)
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“…An affine transformation of a vector space V is a map T : V → V given by T (v) = L(v) + b for some linear map L : V → V and some fixed b ∈ V . In this section, we review some results and terminology from linear algebra and discuss previous work of Elspas [14] and Milligan and Wilson [20] concerning the dynamics of affine transformations of F 2 -vector spaces.…”
Section: Dynamics Of Affine Transformationsmentioning
confidence: 99%
See 1 more Smart Citation
“…An affine transformation of a vector space V is a map T : V → V given by T (v) = L(v) + b for some linear map L : V → V and some fixed b ∈ V . In this section, we review some results and terminology from linear algebra and discuss previous work of Elspas [14] and Milligan and Wilson [20] concerning the dynamics of affine transformations of F 2 -vector spaces.…”
Section: Dynamics Of Affine Transformationsmentioning
confidence: 99%
“…In Section 4, we give a formula for |Per r (T )| for any positive integer r when T is the SDS map of an SIAECA with the identity update order. To prove our theorems, we borrow many techniques from Elspas [14] and Milligan and Wilson [20] (which we discuss in Section 3). In [14] and [20], the authors determine the dynamics of affine maps from the elementary divisors of certain linear maps.…”
Section: Introductionmentioning
confidence: 99%
“…[93] and [92] present applications of the Boolean case in control theory. Furthermore, the affine case was studied by [73]. An interesting contribution was made by Paul Cull ([26]), who extended the considerations to nonlinear functions, and showed how to reduce them to the linear case.…”
Section: Currently Available Techniques For Dynamics Forecastmentioning
confidence: 99%
“…In general, a synchronous Boolean network contains n nodes (x 1 , x 2 , x 3 …, x n ), with each node updating itself with each other in a synchronous manner (Milligan and Wilson, 1993;Farrow et al, 2004). Each node has only 1 Boolean value: 1 (ON) or 0 (OFF) at 1 moment.…”
Section: Synchronous Boolean Network and Basic Definitionsmentioning
confidence: 99%