Detail publikace
Survival Analysis and Prediction Model of IP Address Assignment Duration
KOMOSNÝ, D. REHMAN, S.
Originální název
Survival Analysis and Prediction Model of IP Address Assignment Duration
Typ
článek v časopise ve Web of Science, Jimp
Jazyk
angličtina
Originální abstrakt
IP addresses of end hosts change when they are re-assigned. We apply survival analysis, which is commonly used in healthcare, on IP addresses to predict their assignment duration (their lifetime). We propose a survival parametric model based on a history of 6 years of address assignments on a worldwide scale. Our model outperforms alternative models both from short-term and long-term views. The custom modelling is also discussed as address assignment varies across Internet service providers (ISPs) and autonomous systems (ASs). A predictable address assignment duration has many applications, including source reputation, topology mapping, and geolocation. We describe a use-case in fraud prevention, where the proposed model is used as a trigger for two-factor authentication. The created dataset of addresses assignment durations is made publicly available.
Klíčová slova
IP address; survival; lifetime; host; assignment; security; IPv4; IPv6
Autoři
KOMOSNÝ, D.; REHMAN, S.
Vydáno
4. 9. 2020
Nakladatel
IEEE
ISSN
2169-3536
Periodikum
IEEE Access
Ročník
8
Číslo
1
Stát
Spojené státy americké
Strany od
162507
Strany do
162515
Strany počet
9
URL
Plný text v Digitální knihovně
BibTex
@article{BUT164961,
author="Dan {Komosný} and Saeed {Rehman}",
title="Survival Analysis and Prediction Model of IP Address Assignment Duration",
journal="IEEE Access",
year="2020",
volume="8",
number="1",
pages="162507--162515",
doi="10.1109/ACCESS.2020.3021760",
issn="2169-3536",
url="https://ieeexplore.ieee.org/document/9186701"
}