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· 제목 : Chemical Master Equation for Large Biological Networks: State-space Expansion Methods Using AI (Paperback)
· 분류 : 외국도서 > 과학/수학/생태 > 과학 > 물리학 > 수학/컴퓨터
· ISBN : 9789811653537
· 쪽수 : 217쪽
· 출판일 : 2022-09-13
· 분류 : 외국도서 > 과학/수학/생태 > 과학 > 물리학 > 수학/컴퓨터
· ISBN : 9789811653537
· 쪽수 : 217쪽
· 출판일 : 2022-09-13
목차
Introduction to CME?why it is important and the problems in biological networks; probabilistic descriptions----context---very large bionetworks
Markov processes?practical introduction in CTDS Markov processes-Markov tree and graphs-derivation of CME/Markov tree and graphs
State space problems (Artificial and Bayesian approaches; and approximation problems)
Numerical Approximate Solution methods?a review
Practical AI
Bayesian approach
Algorithms in detail; toy example; comparative study
Case study on large model (G1/S); modelling and integration; simulation and computational experiment
Case study on integrated large model (Candida albicans); modelling and integration; simulation and computational experiment
