A Novel Classification Method for Class-imbalanced Data and Its Application in microRNA Recognition

For non-coding RNA gene mining, especially microRNA mining, there are many challenges in the classification of imbalanced data. A novel classification method based on the Adaboost algorithm is proposed to handle the imbalance of positive and negative cases. Unstable-Adaboost is improved with respect...

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Bibliographic Details
Main Authors: Xia Geng, Yu-Quan Zhu, Zhi Yang
Format: Article
Language:English
Published: Bulgarian Academy of Sciences 2018-06-01
Series:International Journal Bioautomation
Subjects:
Online Access:http://www.biomed.bas.bg/bioautomation/2018/vol_22.2/files/22.2_04.pdf