Cases studies | Learn | Classify |
---|
Case | Nodes | Edges | Search space | Perturbations | Readouts | MSE | Size | Networks |
t
learn
|
t
opt
| I/O |
t
I/O
|
---|
CR | 102 | 294 | 2834 | 26 | 23 | 0.1123 | 24 | 10 | 6339 | 4779 | 1 | 1 |
PR | 102 | 294 | 2834 | 26 | 23 | 0.1120 | 29 | 9 | 1588 | 3654 | 2 | 1 |
- PKN and dataset for both CR-PR classes. The column Search space describes how many BNs, derived from the PKN, were explored by caspo. The column Perturbations refers to the different couples of patients selected by our algorithm. The column learn outputs caspo results in terms of optimal BNs learned description. MSE shows the BN fitness (Mean Square Error with respect to the dataset), size the number of logic clauses of the BN, Networks the number of optimal BNs found. The column t
learn
is the learning time, while the t
opt
column shows the optimization time in minutes. The column classify shows an analysis of the BNs learned. I/O shows the number of different logic behaviors and tI/O the computation time in minutes