马尔可夫调节网络模型的结构干预与外部控制

Xiaoning Qian, R. Pal
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引用次数: 0

摘要

为了推导出基于系统的方法来控制未来基于基因的干预治疗感兴趣的生物系统的动态行为,基于马尔可夫链理论和马尔可夫决策过程的干预策略研究了两类基本类型:基于功能摄动的结构干预和基于状态摄动的外部控制。本章回顾了这两类现有的网络分析和控制方法,并讨论了它们的扩展,以获得考虑干预附带损害的更稳健和临床相关的干预策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Structural Intervention and External Control for Markovian Regulatory Network Models
In order to derive system-based methods to control dynamic behavior of biological systems of interest for future gene-based intervention therapeutics, two basic categories of intervention strategies have been studied based on the Markov chain theory and Markov decision processes: Structural intervention by function perturbation and external control based on state perturbation. The chapter reviews the existing network analysis and control methods in these two categories and discusses their extensions for more robust and clinically relevant intervention strategies considering collateral damages from intervention.
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