A Linear Representation of Dynamics of Boolean Networks
Chinese Academy of Sciences · Academy of Mathematics and Systems Science
Abstract
A new matrix product, called semi-tensor product of matrices, is reviewed. Using it, a matrix expression of logic is proposed, where a logical variable is expressed as a vector, a logical function is expressed as a multiple linear mapping. Under this framework, a Boolean network equation is converted into an equivalent algebraic form as a conventional discrete-time linear system. Analyzing the transition matrix of the linear system, formulas are obtained to show a) the number of fixed points; b) the numbers of cycles of different lengths; c) transient period, for all points to enter the set of attractors; and d) basin of each attractor. The corresponding algorithms are developed and used to some examples.
Citation impact
- FWCI
- 14.37
- Percentile
- 100%
- References
- 48
Authors
2Topics & keywords
- Boolean network
- Attractor
- Mathematics
- Boolean function
- State-transition matrix
- Matrix (chemical analysis)
- Logical matrix
- Tensor product