doi:10.1007/978-3-319-20860-2_1
ISI:000364827900001
Danos, Vincent
Heindel, Tobias
Honorato-Zimmer, Ricardo
Stucki, Sandro
Moment Semantics for Reversible Rule-Based Systems
Switzerland, Springer International Publishing
http://infoscience.epfl.ch/record/210228/files/momsem_1.pdf
We develop a notion of stochastic rewriting over marked graphs – i.e. directed multigraphs with degree constraints. The approach is based on double-pushout (DPO) graph rewriting. Marked graphs are expressive enough to internalize the ‘no-dangling-edge’ condition inherent in DPO rewriting. Our main result is that the linear span of marked graph occurrence-counting functions – or motif functions – form an algebra which is closed under the infinitesimal generator of (the Markov chain associated with) any such rewriting system. This gives a general procedure to derive the moment semantics of any such rewriting system, as a countable (and recursively enumerable) system of differential equations indexed by motif functions. The differential system describes the time evolution of moments (of any order) of these motif functions under the rewriting system. We illustrate the semantics using the example of preferential attachment networks; a well-studied complex system, which meshes well with our notion of marked graph rewriting. We show how in this case our procedure obtains a finite description of all moments of degree counts for a fixed degree.
2015-07-26T10:47:54Z
http://infoscience.epfl.ch/record/210228
http://infoscience.epfl.ch/record/210228
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