Linbei Wang1
, Zaoyu Tao1, Lina Wang2,*, Yongjun Ren3
Journal of Quantum Computing, Vol.3, No.3, pp. 107-118, 2021, DOI:10.32604/jqc.2021.016857
- 21 December 2021
Abstract With the accelerating process of social informatization, our personal
information security and Internet sites, etc., have been facing a series of threats
and challenges. Recently, well-developed neural network has seen great
advancement in natural language processing and computer vision, which is also
adopted in intrusion detection. In this research, a hybrid model integrating MultiScale Convolutional Neural Network and Long Short-term Memory Network
(MSCNN-LSTM) is designed to conduct the intrusion detection. Multi-Scale
Convolutional Neural Network (MSCNN) is used to extract the spatial
characteristics of data sets. And Long Short-term Memory Network (LSTM) is
responsible for processing More >