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Inverse Eigenvalue Problems for Exploring the Dynamics of Systems Biology Models

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摘要 This paper describes inverse eigenvalue problems that arise in studying qualitative dynamics in systems biology models.An algorithm based on lift-andproject iterations is proposed,where the lifting step entails solving a constrained matrix inverse eigenvalue problem.In particular,prior to carrying out the iterative steps,a-priori bounds on the entries of the Jacobian matrix are computed by relying on the reaction network structure as well as the form of the rate law expressions for the model under consideration.Numerical results on a number of models show that the proposed algorithm can be used to computationally explore the possible dynamical scenarios while identifying the important mechanisms via the use of sparsity-promoting regularization.
作者 James Lu
出处 《Advances in Applied Mathematics and Mechanics》 SCIE 2009年第6期711-728,共18页 应用数学与力学进展(英文)
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