Statistical Model Checking
Cross-source consensus on Statistical Model Checking from 1 sources and 5 claims.
1 sources · 5 claims
Uses
How it works
Benefits
Highlighted claims
- Statistical model checking estimates whether stochastic behavior induced by uncertain initial conditions and parameters satisfies BLTL specifications with specified error guarantees. — Statistical Model Checking based Analysis of Biological Networks
- SMC is framed as a sequential hypothesis test for threshold probability properties. — Statistical Model Checking based Analysis of Biological Networks
- SMC samples trajectories by drawing from INIT, simulating the ODE, and recording whether the BLTL property is satisfied. — Statistical Model Checking based Analysis of Biological Networks
- The same SMC framework was used for parameter estimation, validation, sensitivity analysis, and approximate verification across biological case studies. — Statistical Model Checking based Analysis of Biological Networks
- SMC can identify mechanistic structures and important regulators in addition to fitting time-course curves. — Statistical Model Checking based Analysis of Biological Networks