Intrusion Detection Using Convolutional Neural Networks for Representation Learning

• Published in: Neural Information Processing Vol. 10638; pp. 858 - 866
• Main Authors: Li, Zhipeng, Qin, Zheng, Huang, Kai, Yang, Xiao, Ye, Shuxiong
• Format: Book Chapter
• Language: English
• Published: Switzerland Springer International Publishing AG 2017; Springer International Publishing
• Series: Lecture Notes in Computer Science
• Subjects: Convolutional neural networks; Intrusion detection; NSL-KDD; Representation learning

The intrusion detection based on deep learning method has been widely attempted for representation learning. However, in various deep learning models for intrusion detection, there is rarely convolutional neural networks (CNN) model. In this work, we propose a image conversion method of NSL-KDD data...