@inproceedings{accd1dfa240143a0b1af4b8887ade529,
title = "Computational methods for the identification of mature microRNAs within their Pre-miRNA",
abstract = "The urgent demand in miRNA research has call for the high performance computational methods for mature miRNA identification to supplement the biological experiment methods. In this study, we analyzed the secondary structure of pre-miRNA and extracted the important features. Then the current computational methods are investigated, and the flow chart of mature miRNAs location prediction methods is summarized. In addition, the current methods and algorithms are classified and assessed. Notably, we compare five machine learning algorithms of Naive Bayes, SVM, Random Forest, the Conditional Random Field and Adaboosting for mature miRNA-located prediction. Empirical findings indicated that SVM algorithm could achieve better performance than Naive Bayes method. And the Random Forest method is comparable to the performance of SVM, it shows good performance in this subject.",
keywords = "algorithm, computational methods, machine learning, microRNA, pre-miRNA",
author = "Ying Wang and Xuefeng Dai and Jidong Ru and Dan Lv and Jin Li",
note = "Publisher Copyright: {\textcopyright} 2015 IEEE.; 8th International Congress on Image and Signal Processing, CISP 2015 ; Conference date: 14-10-2015 Through 16-10-2015",
year = "2016",
month = feb,
day = "16",
doi = "10.1109/CISP.2015.7408071",
language = "英语",
series = "Proceedings - 2015 8th International Congress on Image and Signal Processing, CISP 2015",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "1241--1245",
editor = "Lipo Wang and Sen Lin and Zhiyong Tao and Bing Zeng and Xiaowei Hui and Liangshan Shao and Jie Liang",
booktitle = "Proceedings - 2015 8th International Congress on Image and Signal Processing, CISP 2015",
address = "美国",
}