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SUMMARY:Ruth J. Williams (University of California San Diego)
DTSTART:20230126T163000Z
DTEND:20230126T170000Z
DTSTAMP:20260421T124323Z
UID:MoRN/62
DESCRIPTION:Title: <a href="https://researchseminars.org/talk/MoRN/62/">Co
 mparison Theorems for Stochastic Chemical Reaction Networks</a>\nby Ruth J
 . Williams (University of California San Diego) as part of Seminar on the 
 Mathematics of Reaction Networks\n\n\nAbstract\nContinuous-time Markov cha
 ins are frequently used as stochastic models for chemical reaction network
 s\, especially in the growing field of systems biology. A fundamental prob
 lem for these Stochastic Chemical Reaction Networks (SCRNs) is to understa
 nd the dependence of the stochastic behavior of these systems on the chemi
 cal reaction rate parameters. Towards solving this problem\, in this paper
  we develop theoretical tools called comparison theorems that provide stoc
 hastic ordering results for SCRNs. These theorems give sufficient conditio
 ns for monotonic dependence on parameters in these network models\, which 
 allow us to obtain\, under suitable conditions\, information about transie
 nt and steady state behavior. These theorems exploit structural properties
  of SCRNs\, beyond those of general continuous-time Markov chains. Further
 more\, we derive two theorems to compare stationary distributions and mean
  first passage times for SCRNs with different parameter values\, or with t
 he same parameters and different initial conditions. These tools are devel
 oped for SCRNs taking values in a generic (finite or countably infinite) s
 tate space and can also be applied for non-mass-action kinetics models. We
  illustrate our results with applications to models of chromatin regulatio
 n and enzymatic kinetics.\n\nThis is based on joint work with Felipe Campo
 s\, Simone Bruno\, Yi Fu and Domitilla Del Vecchio.\n
LOCATION:https://researchseminars.org/talk/MoRN/62/
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