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

来源：

INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND COMMUNICATION ENGINEERING (CSCE 2015) | 2015年

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

页码：914 / 919

页数：6

共 50 条

[11] An Approach Enabling Various Queries on Encrypted Industrial Data Stream
Wang, Tao
Yang, Bo
Qiu, Guoyong
Zhang, Lina
Yu, Yong
Zhou, Yanwei
Guo, Juncai
SECURITY AND COMMUNICATION NETWORKS, 2019, 2019
[12] Sliding window based weighted erasable stream pattern mining for stream data applications
Yun, Unil
Lee, Gangin
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2016, 59 : 1 - 20
[13] Bayesian Classifier Algorithm Based on Emerging Pattern for Data Stream
Du C.
Wang Z.-H.
Jiang J.-J.
Sun Y.-G.
Wang, Zhi-Hai (zhhwang@bjtu.edu.cn), 1600, Chinese Academy of Sciences (28): : 2891 - 2904
[14] Pattern Matching over Encrypted Data with a Short Ciphertext
Kim, Jongkil
Susilo, Willy
Chow, Yang-Wai
Baek, Joonsang
Kim, Intae
INFORMATION SECURITY APPLICATIONS, 2021, 13009 : 132 - 143
[15] Privacy preserving pattern matching on remote encrypted data
Oleshchuk, Vladimir
IDAACS 2007: PROCEEDINGS OF THE 4TH IEEE WORKSHOP ON INTELLIGENT DATA ACQUISITION AND ADVANCED COMPUTING SYSTEMS: TECHNOLOGY AND APPLICATIONS, 2007, : 609 - 613
[16] Reversible Data Hiding in Encrypted Image using Checkerboard Pattern based Pixel Inversion
Korivi, Nikhila K.
Manikandan, V. M.
PROCEEDINGS OF THE 2020 5TH INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND SECURITY (ICCCS-2020), 2020,
[17] Discrimination and identification of different amines by pattern recognition of kinetic spectral data
Hasani, Masoumeh
Emami, Fereshteh
ANALYTICAL METHODS, 2012, 4 (05) : 1339 - 1349
[18] Identification of cheese species origin by pattern recognition processing of elemental data
Suhaj, Milan
Korenovska, Maria
JOURNAL OF FOOD AND NUTRITION RESEARCH, 2007, 46 (04): : 174 - 180
[19] Identification of cloudiness by nonparametric pattern recognition algorithm from AVHRR data
Pushkareva, TG
Protasov, KT
EIGHTH INTERNATIONAL SYMPOSIUM ON ATMOSPHERIC AND OCEAN OPTICS: ATMOSPHERIC PHYSICS, 2002, 4678 : 230 - 236
[20] Traffic Pattern Plot: Video Identification in Encrypted Network Traffic
Kamal, Ali S.
Bukhari, Syed M. A. H.
Khan, Muhammad U. S.
Maqsood, Tahir
Fayyaz, Muhammad A. B.
INTELLIGENT SUSTAINABLE SYSTEMS, WORLDS4 2022, VOL 2, 2023, 579 : 77 - 84

← 1 2 3 4 5 →