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. 2018 Dec 6;6:e6034. doi: 10.7717/peerj.6034

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