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The features captured two types of information: communication patterns across isolated links (16 features) and ego-networks structures (6 features).
The final model used aggregated predictions from isolated links, ego-network features and alters gender or age in a single model and achieved an accuracy of 65% for gender and 51% for age prediction.
Altogether there were 66 separate infection networks totaling 183 nodes, with 123 links between them, many networks were disconnected with many isolated links.
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Our models include all the isolated link information discussed in [45], but aggregated into single features for each node.
The authors greatly improved the isolated link predictions (to 61% for gender and 41% for age) by including the gender and age of the neighboring node as an extra feature in the model.
They evaluated the prediction performance of each feature category using multiple learning algorithms and reported an accuracy of 55% for gender prediction and 24% for age prediction using only isolated link features.
In addition, we have added the species, strain, and component (e.g tissue type) from which the metabolite has been isolated, linked to the appropriate taxonomies and ontologies, together with supporting citations to the primary literature.
The promoters for two chlorophyll a/b binding protein genes (Bv cab11 and Bv cab12) were isolated, linked to reporter genes, and transformed into sugar beet using promoter reporter gene fusions.
In addition to be part of the EEC syndrome, SHFM comprises both sporadic and hereditary forms, syndromic or isolated, linked to six distinct loci (types I VI) (2, 13– 13).
LII consisted of 3 isolates associated with marine mammals in California and 1 isolate linked to a human in the same state (isolates 9 12).
The 60 S. enterica serotype 1,4,[5],12:–:– isolates studied (17 isolates linked to the food poisoning and 43 additional isolates) displayed 22 different PFGE profiles.
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CEO of Professional Science Editing for Scientists @ prosciediting.com