NetworkProbBino {EDISON}

Calculates the prior probability of the network segments under the binomial prior.

Description

This function calculates the (log) probability of the network segments using the binomial information sharing prior.

Usage

NetworkProbBino(network.info, node.sharing = "soft")

Arguments

network.info

Network information collected by function CollectNetworkInfo.

node.sharing

Coupling of hyperparameters among nodes: 'hard' or 'soft'.

Value

Returns the log prior probability of the network segments under the binomial prior.

Author(s)

Frank Dondelinger

References

For information about the binomial information sharing prior, see:

Husmeier et al. (2010), "Inter-time segment information sharing for non-homogeneous dynamic Bayesian networks", NIPS.

Dondelinger et al. (2012), "Non-homogeneous dynamic Bayesian networks with Bayesian regularization for inferring gene regulatory networks with gradually time-varying structure", Machine Learning.

See Also

NetworkRatioBino, CalculatePriorRatio