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Targeting Bayes factors with direct-path non-equilibrium thermodynamic integration
The method is based on a modified annealing path between the posterior distributions of the two models compared, which systematically avoids the high variance prior regime.
Non-stationary continuous dynamic Bayesian networks
Dynamic Bayesian networks have been applied widely to reconstruct the structure of regulatory processes from time series data.
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