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. 2022 May 3;13:896925. doi: 10.3389/fgene.2022.896925

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Copyright © 2022 Liu and Du.

This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

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Performance of different kinds features on SVM, CNN, and C4.5. Cyan, orange, gray, yellow, blue, and green, respectively, represent the performance of 3-mer, 4-mer, 5-mer, 6-mer, 7-mer, and 8-mer embedding features. Purple, pink, and red, respectively, represent the performance of 4, 5, 6-mer concatenated embeddings, 6, 7, 8-mer concatenated embeddings, and 3, 4, 5, 6, 7, 8-mer concatenated embeddings. (A,B) Performance of different kinds of feature on SVM. The standard deviation of SVM on 3-mer, 4-mer, 5-mer, 6-mer, 7-mer, 8-mer, 4, 5, 6-mer, 6, 7, 8-mer, and 3, 4, 5, 6, 7, 8-mer is in the range (0.001, 0.003), (0.001, 0.003), (0.001, 0.003), (0.001, 0.003), (0.001, 0.003), (0.001, 0.004), (0.001, 0.004), (0.001, 0.003), and (0.001, 0.003); (C,D) Performance of different kinds of feature on CNN. The standard deviation of CNN on 3-mer, 4-mer, 5-mer, 6-mer, 7-mer, 8-mer, 4, 5, 6-mer, 6, 7, 8-mer, and 3, 4, 5, 6, 7, 8-mer is in the range (0.003, 0.026), (0.008, 0.071), (0.006, 0.049), (0.015, 0.056), (0.016, 0.055), (0.016, 0.059), (0.008, 0.044), (0.011, 0.058), and (0.008, 0.045); (E,F) Performance of different kinds of features on C4.5. The standard deviation of CNN on 3-mer, 4-mer, 5-mer, 6-mer, 7-mer, 8-mer, 4, 5, 6-mer, 6, 7, 8-mer, and 3, 4, 5, 6, 7, 8-mer is in the range (0.005, 0.545), (0.007, 0.531), (0.005, 0.049), (0.007, 0.685), (0.003, 0.440), (0.007, 0.489), (0.008, 0.630), (0.006, 0.567), and (0.005, 0.518).