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Aggregation of Network Protocol Data Near Its Source
- Source :
- Information and Communication Technology ISBN: 9783642550317, ICT-EurAsia, Lecture Notes in Computer Science, 2nd Information and Communication Technology-EurAsia Conference (ICT-EurAsia), 2nd Information and Communication Technology-EurAsia Conference (ICT-EurAsia), Apr 2014, Bali, Indonesia. pp.482-491, ⟨10.1007/978-3-642-55032-4_49⟩
- Publication Year :
- 2014
- Publisher :
- Springer Berlin Heidelberg, 2014.
-
Abstract
- Part 2: The 2014 Asian Conference on Availability, Reliability and Security, AsiaARES 2014; International audience; In Network Anomaly and Botnet Detection the main source of input for analysis is the network traffic, which has to be transmitted from its capture source to the analysis system. High-volume data sources often generate traffic volumes prohibiting direct pass-through of bulk data into researchers hands.In this paper we achieve a reduction in volume of transmitted test data from network flow captures by aggregating raw data using extraction of protocol semantics. This is orthogonal to classic bulk compression algorithms. We propose a formalization for this concept called Descriptors and extend it to network flow data.A comparison with common bulk data file compression formats will be given for full Packet Capture (PCAP) files, giving 4 to 5 orders of magnitude in size reduction using Descriptors.Our approach aims to be compatible with Internet Protocol Flow Information Export (IPFIX) and other standardized network flow data formats as possible inputs.
- Subjects :
- Network Anomaly Detection
business.industry
Computer science
[SHS.INFO]Humanities and Social Sciences/Library and information sciences
ComputerSystemsOrganization_COMPUTER-COMMUNICATIONNETWORKS
Botnet
Network Flow Data Formats
Data Compression
[INFO]Computer Science [cs]
Botnet Detection
Anomaly (physics)
business
Communications protocol
Computer network
Data compression
Subjects
Details
- ISBN :
- 978-3-642-55031-7
- ISBNs :
- 9783642550317
- Database :
- OpenAIRE
- Journal :
- Information and Communication Technology ISBN: 9783642550317, ICT-EurAsia, Lecture Notes in Computer Science, 2nd Information and Communication Technology-EurAsia Conference (ICT-EurAsia), 2nd Information and Communication Technology-EurAsia Conference (ICT-EurAsia), Apr 2014, Bali, Indonesia. pp.482-491, ⟨10.1007/978-3-642-55032-4_49⟩
- Accession number :
- edsair.doi.dedup.....a94c1a45322d8f8bd8fd37de59729506
- Full Text :
- https://doi.org/10.1007/978-3-642-55032-4_49