Title :
Stochastic modeling of second order reactions using a moment propagation method
Author :
Vibha Mane;Monica F. Bugallo;Petar M. Djuric
Author_Institution :
Department of Electrical and Computer Engineering, Stony Brook University, NY 11794, USA
Abstract :
The traditional methods for solving the chemical master equation are based on Monte Carlo methods, such as the stochastic simulation algorithm (SSA) and its accelerated versions. Methods for modeling biochemical networks based on moment propagation are a relatively unexplored area. In a prior paper, we addressed first-order reactions and presented a new method for propagating the first two moments of the probability distributions of the number of molecules over time. In this paper we extend this method to second order reactions and demonstrate its performance on some simple networks.
Keywords :
"Stochastic processes","Differential equations","Acceleration","Computational modeling","Computer simulation","Probability distribution","Proteins","Chemical engineering","Gene expression","Computer networks"
Conference_Titel :
Genomic Signal Processing and Statistics, 2009. GENSIPS 2009. IEEE International Workshop on
Print_ISBN :
978-1-4244-4761-9
Electronic_ISBN :
2150-301X
DOI :
10.1109/GENSIPS.2009.5174358