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They used kNN with cosine similarity and showed that it is better to use legal terms only rather than all terms for classification.
From these resources, CAP has selected cardiac and MRI terms for classification of images and annotation of anatomical landmarks.
When we used GO terms for classification, the majority of proteins from the pull downs fell into the category "transport" which was closely followed by "vesicle mediated transport".
These models are evaluated according to a scoring function that incorporates terms for classification accuracy on annotated data, and relative cluster separation in unannotated data.
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These strong contrasts in the distribution across the three document classes of recognized concepts in these T4SS-associated classes support the utility of these terms for automatic classification and recognition of T4SS documents.
Our test results demonstrate that on the average, the perceptual feature set outperforms the legacy features in terms of classification accuracy for valence.
In order to find the optimal value of C, we systematically investigated the performance (in terms of classification accuracy) for different values and found that C = 128 gave a stable result; we therefore used this value throughout the study.
Complete agreement by all three observers in terms of classification was seen for 82% of the teaching moments.
In Stage II, HHPSO SVM outperformed all other algorithms for all subjects in terms of classification accuracy.
All data collected were from public sources and fell into the two broad classes of gene property and gene-pair relationship, and 4333 GO terms were chosen for classification (see Materials and Methods for a description of the selection criteria).
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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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