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Then, the chosen instance is presented to the user, who will indicate the class to which it belongs.
Figure 5 shows the possible sub-states of all the states, and the probabilities of moving from a sub-state to another when a new request arrives, based on the location of the chosen instance.
With it Eq. 2 also states the topological significance of a randomly chosen instance of the pattern.
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Previous study indicated that training set consisting of positive and completely randomly chosen instances could get similar classification with training set consisting of positive and negative instances [ 24].
This resulted in a diversified data set with 480 species, which we compared with a same-size data set of randomly chosen instances, i.e., generated without taking into consideration the phylogeny.
In order to investigate heterogeneity in triplet frequencies around coincident SNPs and dinucleotides, we analyzed the 200 bp either side of each of the coincident SNPs identified in our previous analysis (Hodgkinson et al. 2009), except for a few changes due to the random selection of Blast alignments, together with an equal number of randomly chosen instances of each dinucleotide.
In the left-hand panel, choose instances.
These results represent the probability that the classifier will rank higher a randomly chosen positive instance than a randomly chosen negative instance [38].
The AUC has an important statistical property: the AUC of an ROC relative to a recognition system is equivalent to the probability that the recognition will evaluate randomly chosen positive instance higher than a randomly chosen negative instance.
The auc of a classifier is equivalent to the probability that the classifier will rank a randomly chosen positive instance higher than a randomly chosen negative instance.
MSNet also resulted in a 10% increase in ROC-AUC (Table 2), i.e. MSnet is 10% more likely than MS analysis to rank a randomly chosen true instance higher than a randomly chosen negative instance (Fawcett, 2006).
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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