NDLI: Modeling repeating behaviors in packet arrivals: Detection and measurement

Content Provider	IEEE Xplore Digital Library
Author	Jianfeng Li Jing Tao Xiaobo Ma Junjie Zhang Xiaohong Guan
Copyright Year	2015
Description	Author affiliation: Dept. of Comput. Sci. & Eng., Wright State Univ., Dayton, OH, USA (Junjie Zhang) \|\| MOE KLINNS Lab., Xi'an Jiaotong Univ., Xi'an, China (Jianfeng Li; Jing Tao; Xiaobo Ma; Xiaohong Guan)
Abstract	With the growing stickiness of the Internet, numerous automated programs running in terminal facilities (e.g., laptops) tend to keep closely connected to the Internet by repetitively interacting with remote services. It is of fundamental importance to study such repeating behaviors of automated programs in areas like traffic engineering and network monitoring. This paper focuses on repeating behaviors in packet arrivals that are of interest, aiming at a hierarchical characterization of packet arrivals, detection methods and quantitative metrics. To this end, we present a structure-oriented characterization of packet arrivals, which reflects the temporal structure of repeating behaviors at different scales. Based on such characterization, a repeating behavior detection method is proposed by leveraging online-learning prediction, and two novel metrics of repeating behaviors are proposed from different aspects. In addition, a denoising method is developed to enhance the noise-tolerant capability of detection and measurement in face of noises. Experimental results based on real-world traces demonstrate the effectiveness of our proposed approaches in automated program behavior detection and behavioral botnet analysis.
Starting Page	2461
Ending Page	2469
File Size	314169
Page Count	9
File Format	PDF
ISBN	9781479983810
DOI	10.1109/INFOCOM.2015.7218635
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2015-04-26
Publisher Place	Hong Kong
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Couplings Indexes Measurement Conferences Computers Internet Electronic mail traffic modeling repeating behavior temporal structure
Content Type	Text
Resource Type	Article

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1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
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