An Ensemble Method based on Selection Using Bat Algorithm for Intrusion Detection

• Published in: Computer journal Vol. 61; no. 4; pp. 526 - 538
• Main Authors: Shen, Yanping, Zheng, Kangfeng, Wu, Chunhua, Zhang, Mingwu, Niu, Xinxin, Yang, Yixian
• Format: Journal Article
• Language: English
• Published: Oxford University Press 01.04.2018
• Subjects: intrusion detection; bat algorithm; extreme learning machine; ensemble pruning

Abstract Machine learning plays an important role in constructing intrusion detection models. However, the information era is an era of data. With the continuous increase in data size and the growth of data dimensions, the ability of a single classifier is becoming limited in predicting samples. In...