Table 2.
Three versions of the ISMB algorithm.
Acronym | Algorithm | Phase 1 | Phase 2 | Prediction |
---|---|---|---|---|
ISMB | Instance-specific Markov blanket | Is non-instance-specific Uses greedy hill-climbing search Uses phase 1 score |
Is instance-specific Uses best-first search Uses phase 2 score |
By model averaging over models selected in phase 1 and phase 2 |
ISMB-MS | Instance-specific Markov blanket - Model Selection | Same as ISMB | Same as ISMB | Based on the highest scoring model from models found by ISMB |
NISMB | Non-instance-specific Markov blanket | Same as ISMB | Is non-instance- specific Uses best-first search Uses phase 1 score |
By model averaging; number of selected models is the same as in ISMB |