Rewriting Theory for the Life Sciences: A Unifying Theory of CTMC Semantics

03/20/2020
by   Nicolas Behr, et al.
0

The Kappa biochemistry and the MØD organo-chemistry frameworks are amongst the most intensely developed applications of rewriting theoretical methods in the life sciences to date. A typical feature of these types of rewriting theories is the necessity to implement certain structural constraints on the objects to be rewritten (a protein is empirically found to have a certain signature of sites, a carbon atom can form at most four bonds, ...). In this paper, we contribute to the theoretical foundations of these types of rewriting theory a number of conceptual and technical developments that permit to implement a universal theory of continuous-time Markov chains (CTMCs) for stochastic rewriting systems. Our core mathematical concepts are a novel rule algebra construction for the relevant setting of rewriting rules with conditions, both in Double- and in Sesqui-Pushout semantics, augmented by a suitable stochastic mechanics formalism extension that permits to derive dynamical evolution equations for pattern-counting statistics.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
06/04/2021

Rewriting Theory for the Life Sciences: A Unifying Theory of CTMC Semantics (Long version)

The Kappa biochemistry and the MØD organic chemistry frameworks are amon...
research
02/04/2021

On Stochastic Rewriting and Combinatorics via Rule-Algebraic Methods

Building upon the rule-algebraic stochastic mechanics framework, we pres...
research
04/17/2019

Sesqui-Pushout Rewriting: Concurrency, Associativity and Rule Algebra Framework

Sesqui-pushout (SqPO) rewriting provides a variant of transformations of...
research
04/15/2019

Combinatorial Conversion and Moment Bisimulation for Stochastic Rewriting Systems

We develop a novel method to analyze the dynamics of stochastic rewritin...
research
03/24/2020

Commutators for Stochastic Rewriting Systems: Theory and Implementation in Z3

In the semantics of stochastic rewriting systems (SRSs) based on rule al...
research
07/05/2022

A Tutorial on the Spectral Theory of Markov Chains

Markov chains are a class of probabilistic models that have achieved wid...
research
10/01/2017

Adapting a Formal Model Theory to Applications in Augmented Personalized Medicine

The goal of this paper is to advance an extensible theory of living syst...

Please sign up or login with your details

Forgot password? Click here to reset