Table 2. A summarized comparison of JacLy with GGM.
| JacLy | GGM | |
|---|---|---|
| Computational time versus network size | NP-hard problem Computational time increases exponentially by increasing the network size |
No sensible change in the computational time from very small to very large networks |
| Accuracy versus number of data replicates | Accuracy is a moderate function of number of data replicates For lower number of data replicates, it outperforms correlation based methods |
Accuracy is a very strong function of number of data replicates Reduction in the number of data replicates has a very high negative impact on the quality of inferred network |
| Directionality of inferred network | Directed | Undirected |
| Meaningfulness of inferred edge’s weights | Mechanistically meaningful Inferred values for the Jacobian elements are measures of interaction strengths and their sign (positive/negative) points into the nature of interaction |
Correlation values cannot be used as any physical or mechanistical parameter of the system |