Our timing data indicate that our new functions are consistently faster than both FEXACT and the update to the network algorithm by Requena et al. [ 17].
The network algorithm starts by searching a set of combinatorial targets that are most predictive of the single-drug sensitivities.
The Fast Fisher's Exact Test computes exact P-values for general contingency tables using the network algorithm developed by [ 16].
The procedure for doing this is specified by the analogy network algorithm described above under "Analogy network initialization".
Finally, it is worth noting that the formula that is used to update c xy (i, j) in the proposed message-passing algorithm bears conceptual similarity to the eigenvalue equation used by the network alignment algorithm called IsoRank [ 17] for estimating the functional similarity between proteins across different protein-protein interaction (PPI) networks.
Gene paths each representing a (fragmented) gene inferred from a de Brujin graph using homologous reference genes by the network matching algorithm described above may overlap with each other.
Since the spread of activity along the network can not reach 100percentt penetration at each step, and the penetration is expected to decay dramatically at later steps due to multiple inputs and outputs at each node, we thus defined a perturbation index calculated from the data collected by the network walking algorithm using a weighted sum method as described in the method section.
Varying throughput requirements or access point failures can then be coped with by the network planning algorithms.
We cover the results obtained by experimenting with the neural network algorithm with our various combinations of the features.
Moreover, the Softmax classifier is applied to classify the precipitation pattern such as rain, snow, and hail based on the features extracted by the convolution neural network algorithm.
