Encrypted Data Stream Identification Based on Pattern Recognition

被引:0
|
作者
Lu, You-Li [1 ]
Zhou, Yu-Huan [2 ]
Pan, Zhi-Song [2 ]
Hu, Gu-Yu [2 ]
Cui, Nan [3 ]
Meng, Juan [2 ]
机构
[1] Navy Command Acad, Nanjing, Jiangsu, Peoples R China
[2] PLA Univ Sci & Technol, Nanjing, Jiangsu, Peoples R China
[3] PLA, Unit 94865, Sub Unit 89, Hangzhou, Zhejiang, Peoples R China
关键词
Encrypted data; Pattern recognition; NIST randomness test; GMM; SVDD;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In order to get the encrypted data stream type information without decrypting the encrypted data, this paper presents the identification method of encrypted data stream based on pattern recognition. First, the randomness test method NIST is used to analyze the data stream, getting the 15 kinds of randomness test values as the classification feature, then create classification models for different types of data streams; finally, using the trained model to identify the unknown data stream. Simulation results show that after optimizing the 15 kinds of features, the proposed method can effectively classify the different types of data stream, and the average recognition rate is about 85%.
引用
收藏
页码:914 / 919
页数:6
相关论文
共 50 条
  • [21] Research on Data Mining Algorithm Based on Pattern Recognition
    Zhang, Xuelong
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2020, 34 (06)
  • [22] Multivariate-based data reduction for pattern recognition
    Nam, DH
    Singh, H
    COMPUTER APPLICATIONS IN INDUSTRY AND ENGINEERING, 2004, : 7 - 12
  • [23] Browser Identification Based on Encrypted Traffic
    Liu, Changjiang
    Han, Jiesi
    Wei, Qiang
    PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON COMMUNICATIONS, INFORMATION MANAGEMENT AND NETWORK SECURITY, 2016, 47 : 360 - 363
  • [24] Performance of an image-encrypted joint transform correlator for pattern recognition
    Chau-Jern Cheng
    Optical Review, 2001, 8 : 431 - 435
  • [25] Performance of an image-encrypted joint transform correlator for pattern recognition
    Cheng, CJ
    OPTICAL REVIEW, 2001, 8 (06) : 431 - 435
  • [26] Feature-based pattern recognition and object identification for telerobotics
    Lee, JK
    Mauer, GF
    2005 IEEE International Conference on Mechatronics, 2005, : 214 - 219
  • [27] Biometric identification via PCA and ICA based pattern recognition
    Ye, Zhengmao
    Ye, Yongmao
    Mohamadian, Habib
    2007 IEEE INTERNATIONAL CONFERENCE ON CONTROL AND AUTOMATION, VOLS 1-7, 2007, : 2188 - +
  • [28] Spider specie identification and verification based on pattern recognition of it cobweb
    Ticay-Rivas, Jaime R.
    del Pozo-Banos, Marcos
    Eberhard, William G.
    Alonso, Jesus B.
    Travieso, Carlos M.
    EXPERT SYSTEMS WITH APPLICATIONS, 2013, 40 (10) : 4213 - 4225
  • [29] Answer Card Identification Method Based on Pattern Recognition Technology
    Xu, Jing
    Zhang, Kun Fang
    2016 INTERNATIONAL CONFERENCE ON ELECTRONIC, INFORMATION AND COMPUTER ENGINEERING, 2016, 44
  • [30] SIGNATURE-BASED TARGET IDENTIFICATION AND PATTERN-RECOGNITION
    BAUM, CE
    IEEE ANTENNAS AND PROPAGATION MAGAZINE, 1994, 36 (03) : 44 - 51