Chemical Master Equation for Large Biological Networks

Chemical Master Equation for Large Biological Networks

State-space Expansion Methods Using AI

Kosarwal, Rahul; Kulasiri, Don

Springer Verlag, Singapore

09/2021

217

Dura

Inglês

9789811653506

15 a 20 dias

524

Descrição não disponível.
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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Biochemical networks;Markov processes;Bayesian methods;Artificial intelligence;Bionetworks;Model building;Markov tree;Markov graphs;Numerical simulations;Modeling and integration