Chemical master equation for large biological networks : state-space expansion methods using AI

Chemical master equation for large biological networks : state-space expansion methods using AI / Don Kulasiri, Rahul Kosarwal.

This book highlights the theory and practical applications of the chemical master equation (CME) approach for very large biochemical networks, which provides a powerful general framework for model building in a variety of biological networks. The aim of the book is to not only highlight advanced num...

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Bibliographic Details
Main Authors: Kulasiri, Don, Kosarwal, Rahul (Author)
Format: eBook
Language:English
Published: Singapore : Springer, 2021.
Subjects:
Biochemistry.
Systems biology.
biochemistry.
Biochemistry
Systems biology
Online Access:Click for online access
Table of Contents:
  • 1. Introduction
  • 2. A Review and Challenges in Chemical Master Equation
  • 3. Visualizing Markov Process through Graphs and Trees
  • 4. Intelligent State Projection
  • 5. Comparative Study And Analysis of Methods and Models
  • 6. A Large Model Case Study: Solving CME for G1/S Checkpoint Involving the DNA-damage Signal Transduction Pathway
  • 7. An Integrated Large Model Case Study: Solving CME for Oxidative Stress Adaptation in the Fungal Pathogen Candida Albicans.

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