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As there are M labels for classification, the infimum of p k is (inf ({{p}_{k}})=frac {1}{M}).
But to facilitate real-world GO curation, much progress is still needed to address the remaining technical challenges: First, the number of GO terms (class labels for classification) is extremely large and continues to grow.
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The entire classification procedure outlined above was performed 100 times with a different random permutation of the training labels for each classification type for each participant.
Multiple-type associations help exploit the correlations among different labels for multilabel classification.
Fine-grained visual categorization has recently received great attention as the volumes of labeled datasets for classification of specific objects, such as cars, bird species, and air-crafts, have been increasing.
In RNMF, a label matrix factorization term and a network regularization term are incorporated into the non-negative matrix factorization (NMF) objective function to seek a matrix factorization that respects the network structure and label information for classification prediction.
Utilizing 100 million collected messages from Twitter, the hashtag is regarded as the label for sentimental classification.
Consider the classification task as ( D={left{left({x}_i,{y}_iright)right}}_{i=1}^N ) where N is the number of samples, x i denotes the i th sample and y i = {±1} is the corresponding label for binary classification.
On top of the heatmap are labels for the molecular classification (index of Burkitt-likeness, molecular ABC/GCB-classification) and the presence of a chromosomal translocation of MYC.
Lewis Terman chose near' genius or genius" as the classification label for the highest classification on his 1916 version of the Stanford-Binet test.
The labels of EEG epochs for classification were determined by participants' subjective psychometric evaluation.
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