TY - CPAPER
DO - 10.1007/978-3-319-20860-2_1
AB - 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.
T1 - Moment Semantics for Reversible Rule-Based Systems
ED - Krivine, Jean
ED - Stefani, Jean-Bernard
DA - 2015
AU - Danos, Vincent
AU - Heindel, Tobias
AU - Honorato-Zimmer, Ricardo
AU - Stucki, Sandro
JF - Reversible Computation 7th International Conference, RC 2015, Grenoble, France, July 16-17, 2015, Proceedings
SP - 3-26
EP - 3-26
PB - Springer International Publishing
PP - Switzerland
N1 - Invited paper. This work was sponsored by the European Research Council (ERC) under the grants DOPPLER (587327) and RULE (320823).
ID - 210228
KW - Stochastic Processes
KW - Moment Semantics
KW - Reversible Computing
KW - Graph Rewriting
KW - Rule-Based Systems
SN - 978-3-319-20859-6
SN - 0302-9743
UR - http://infoscience.epfl.ch/record/210228/files/momsem_1.pdf
ER -