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Séminaire : CONTRAINTES
Efficient Probabilistic Approximations of Biopathways Dynamics
Entrée libre.
Horaire : 10 h
- Date : 19/09/2011
- Lieu : Inria Rocquencourt, Bâtiment 16
- Intervenants : THIAGARAJAN Subramanian
- Organisateurs : CONTRAINTES
Systems of ordinary differential equations (ODEs) are often used to model bio-chemical networks. Such systems are very difficult to nalyze. To address this, we constructed a method for approximating the dynamics of an ODEs system as a Dynamic Bayesian Network (DBN).Subsequently, pathway properties can be analyzed through Bayesian inference techniques instead of resorting to ODE simulations. We shall explain the basic features of our technique, present a realistic case study and discuss an efficient GPUs based implementation of our method.
Mots-clés : Séminaire Paris - Rocquencourt CONTRAINTES
