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

1
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

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