A method to detect Internet of Things botnets
Title | A method to detect Internet of Things botnets |
Publication Type | Conference Paper |
Year of Publication | 2018 |
Authors | Prokofiev, A. O., Smirnova, Y. S., Surov, V. A. |
Conference Name | 2018 IEEE Conference of Russian Young Researchers in Electrical and Electronic Engineering (EIConRus) |
Date Published | jan |
Publisher | IEEE |
ISBN Number | 978-1-5386-4340-2 |
Keywords | authorisation, Botnet, Botnet detection, botnets, common characteristics, composability, computer network security, cybersecurity, Human Behavior, Internet of Things, invasive software, IoT, IoT devices, IoT Security 2018, logistic regression, Logistics, main security problems, Malware, Metrics, performance evaluation, Protocols, pubcrawl, Resiliency, security, security of data, unauthorized access, widespread botnets |
Abstract | The main security problems, typical for the Internet of Things (IoT), as well as the purpose of gaining unauthorized access to the IoT, are considered in this paper. Common characteristics of the most widespread botnets are provided. A method to detect compromised IoT devices included into a botnet is proposed. The method is based on a model of logistic regression. The article describes a developed model of logistic regression which allows to estimate the probability that a device initiating a connection is running a bot. A list of network protocols, used to gain unauthorized access to a device and to receive instructions from common and control (C&C) server, is provided too. |
URL | https://ieeexplore.ieee.org/document/8317041 |
DOI | 10.1109/EIConRus.2018.8317041 |
Citation Key | prokofiev_method_2018 |
- IoT Security 2018
- widespread botnets
- unauthorized access
- security of data
- security
- Resiliency
- pubcrawl
- Protocols
- performance evaluation
- Metrics
- malware
- main security problems
- Logistics
- logistic regression
- authorisation
- IoT devices
- IoT
- invasive software
- Internet of Things
- Human behavior
- Cybersecurity
- computer network security
- composability
- common characteristics
- botnets
- Botnet detection
- botnet