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However, the existing K-SVD algorithm is employed to dwell on the concept of a binary class assignment, which means that the multi-classes samples are assigned to the given classes definitely.
First, all unlabeled samples are assigned into clusters.
For GRNN, the network structure and connection weights between neurons are determined if the study samples are assigned.
Then the missing samples are assigned with an initial guess of the missing values (i.e., zeros or, for each vector, the average of its available samples).
So correctly classified (reliable) training samples are associated to strong weights and misclassified samples are assigned with weak weights in the reweighting process.
In the process of WELM classifier classification, the minority class samples are assigned with larger weight, which make the information of imbalanced class distribution is well perceived [28].
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With reference to vitrinite reflectance (ca. 0.35% Ro) the samples were assigned as "immature".
20 S. obtusifolia samples and 16 S. occidentalis samples were assigned into cluster I and cluster II, respectively.
Hereafter, the brominated samples were assigned as BrACF "number", where the "number" corresponds to the treatment duration in minutes.
Although no samples from Ghana were assigned to cluster 4, five samples were assigned with high probabilities to two clusters.
All samples were assigned to hunt areas, which were nested within larger herd units (Fig. 1).
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Justyna Jupowicz-Kozak
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