Art

J-GLOBAL ID：202102257800597836   Reference number：21A0992111

FPGA Acceleration of CNNs-Based Malware Traffic Classification

CNNに基づくマルウェアトラヒック分類のFPGA加速【JST・京大機械翻訳】

Author (8)： Zhang Lin (School of Microelectronics, Southeast University, Nanjing 210096, China) ,  Li Bing (School of Microelectronics, Southeast University, Nanjing 210096, China) ,  Li Bing (Shenzhen Research Institute, Southeast University, Shenzhen 518000, China) ,  Li Bing (School of Cyber Science and Engineering, Southeast University, Nanjing 210096, China) ,  Liu Yong (School of Microelectronics, Southeast University, Nanjing 210096, China) ,  Zhao Xia (School of Microelectronics, Southeast University, Nanjing 210096, China) ,  Wang Yazhou (School of Microelectronics, Southeast University, Nanjing 210096, China) ,  Wu Jiaxin (School of Microelectronics, Southeast University, Nanjing 210096, China)
Material： Electronics (Web)
Volume： 9  Issue： 10  Page： 1631  Publication year： 2020 
JST Material Number： U7178A  ISSN： 2079-9292  Document type： Article
Article type： 原著論文  Country of issue： Switzerland (CHE)  Language： ENGLISH (EN)

Abstract/Point： With the rapid development of ...

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Thesaurus term： accelerator ,  optimization ,  register ,  parallel arithmetic ,  hardware ,  throughput ,  hardware design ,  parameterization ,  security ,  *FPGA ,  internet ,  virtual space ,  *malware
Semi thesaurus term： 実行時間 ,  再構成可能性 , 【Automatic Indexing@JST】

Author keywords (4)： malware traffic ,  CNNs ,  FPGA acceleration ,  reconfigurability

JST classification (2)： Data protection  (JD01020V) ,  Mobile communication  (ND08030H)

Reference (22)：

• Biersack, E.; Callegari, C.; Matijasevic, M. Data Traffic Monitoring and Analysis; Springer: Berlin/Heidelberg, Germany, 2013.
• Rathore, H.; Agarwal, S.; Sahay, S.K.; Sewak, M. Malware Detection Using Machine Learning and Deep Learning. Big Data Analytics; Springer: Berlin/Heidelberg, Germany, 2018.
• Dhote, Y.; Agrawal, S.; Deen, A.J. A Survey on Feature Selection Techniques for Internet Traffic Classification. In Proceedings of the International Conference on Computational Intelligence and Communication Networks (CICN), Jabalpur, India, 12-14 December 2015; pp. 1375-1380.
• Bengio, Y.; Courville, A.; Vincent, P. Representation learning: A review and new perspectives. IEEE Trans. Pattern Anal. Mach. Intell. 2013, 35, 1798-1828.
• LeCun, Y.; Bengio, Y.; Hinton, G. Deep learning. Nature 2015, 521, 436-444.

Terms in the title (4)： CNN ,  分類 ,  FPGA ,  加速