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Therefore, the ESN, SVM and NB analyses were repeated three times each time using another initialization of the weights in the echo-state network, to see whether or not the variations seen in different analyses were caused by contingent network characteristics.
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GNWR intends to run its services beyond Queen's Park into the mainline terminus at Euston, but this is contingent on Network Rail agreeing to grant the slots when the scale of disruption of work to construct the new HS2 line becomes clear.
One potential limitation of these results is that they are contingent on a network model based on a single modality of neuroimaging (DTI) data on one sample of healthy volunteers (n = 56).
Most studies are particularly concerned with contingent explanations for beneficial network effects, thereby neglecting the complexity of network effects on firm performance as well as how firms exert agency and intentionally alter their networks.
In the network of contingent evolution, only four character pairs showed strong evidence of contingent evolution, where the occurrence of one state change was highly contingent upon the background state of the other (Z-score >95%; Figure 4c, Additional file 1: Figure S4).
Thus the dynamic property we infer of the molecular components within a network is contingent on the network organization.
The interpretation of any network is contingent upon the manner in which the links are defined.
Additionally, sensitivity analysis indicated that the final network was contingent on the list of start nodes for the internet-based networks.
The sensitivity analysis indicated that the final focal networks were contingent on the identities and number of start nodes used to initialize the network (Fig. 3).
And, second, the adaptive traits in cancer are contingent upon mutant gene networks that critically involve deletions or loss of genetic information (and a loss of the restraints they encode).
In multivariate models that include past and future activity, I find that some network benefits are contingent on gender.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com