Literature DB >> 16267082

libSRES: a C library for stochastic ranking evolution strategy for parameter estimation.

Xinglai Ji1, Ying Xu.   

Abstract

SUMMARY: Estimation of kinetic parameters in a biochemical pathway or network represents a common problem in systems studies of biological processes. We have implemented a C library, named libSRES, to facilitate a fast implementation of computer software for study of non-linear biochemical pathways. This library implements a (mu, lambda)-ES evolutionary optimization algorithm that uses stochastic ranking as the constraint handling technique. Considering the amount of computing time it might require to solve a parameter-estimation problem, an MPI version of libSRES is provided for parallel implementation, as well as a simple user interface. libSRES is freely available and could be used directly in any C program as a library function. We have extensively tested the performance of libSRES on various pathway parameter-estimation problems and found its performance to be satisfactory. AVAILABILITY: The source code (in C) is free for academic users at http://csbl.bmb.uga.edu/~jix/science/libSRES/

Mesh:

Year:  2005        PMID: 16267082     DOI: 10.1093/bioinformatics/bti753

Source DB:  PubMed          Journal:  Bioinformatics        ISSN: 1367-4803            Impact factor:   6.937


  7 in total

1.  CADLIVE optimizer: web-based parameter estimation for dynamic models.

Authors:  Kentaro Inoue; Kazuhiro Maeda; Yuki Kato; Shinpei Tonami; Shogo Takagi; Hiroyuki Kurata
Journal:  Source Code Biol Med       Date:  2012-08-28

2.  A computational and experimental study of the regulatory mechanisms of the complement system.

Authors:  Bing Liu; Jing Zhang; Pei Yi Tan; David Hsu; Anna M Blom; Benjamin Leong; Sunil Sethi; Bow Ho; Jeak Ling Ding; P S Thiagarajan
Journal:  PLoS Comput Biol       Date:  2011-01-20       Impact factor: 4.475

3.  Novel metaheuristic for parameter estimation in nonlinear dynamic biological systems.

Authors:  Maria Rodriguez-Fernandez; Jose A Egea; Julio R Banga
Journal:  BMC Bioinformatics       Date:  2006-11-02       Impact factor: 3.169

4.  Parameter estimation in large-scale systems biology models: a parallel and self-adaptive cooperative strategy.

Authors:  David R Penas; Patricia González; Jose A Egea; Ramón Doallo; Julio R Banga
Journal:  BMC Bioinformatics       Date:  2017-01-21       Impact factor: 3.169

Review 5.  Mathematical and Computational Modeling in Complex Biological Systems.

Authors:  Zhiwei Ji; Ke Yan; Wenyang Li; Haigen Hu; Xiaoliang Zhu
Journal:  Biomed Res Int       Date:  2017-03-13       Impact factor: 3.411

6.  Ranking network mechanisms by how they fit diverse experiments and deciding on E. coli's ammonium transport and assimilation network.

Authors:  Kazuhiro Maeda; Hans V Westerhoff; Hiroyuki Kurata; Fred C Boogerd
Journal:  NPJ Syst Biol Appl       Date:  2019-04-12

7.  Gaussian process regression bootstrapping: exploring the effects of uncertainty in time course data.

Authors:  Paul D W Kirk; Michael P H Stumpf
Journal:  Bioinformatics       Date:  2009-03-16       Impact factor: 6.937

  7 in total

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