Detecting Port Scans against Mobile Devices with Neural Networks and Decision Trees

Panchev, Christo; Dobrev, Petar; Nicholson, James

doi:10.1007/978-3-319-11071-4_17

Cited by 4 publications

(2 citation statements)

References 17 publications

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“…In a cybersecurity study [83], an ANN application used the Cascade Correlation Neural Network (CCNN) [84] which adds new hidden units to the hidden layer, step by step. When new events are detected, new hidden nodes are added to the network and only those are trained with the newly collected data thereby enabling a runtime adaptive and scalable system.…”

Section: E Artificial Neural Networkmentioning

confidence: 99%

Harnessing Artificial Intelligence Capabilities to Improve Cybersecurity

et al. 2020

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Cybersecurity is a fast-evolving discipline that is always in the news over the last decade, as the number of threats rises and cybercriminals constantly endeavor to stay a step ahead of law enforcement. Over the years, although the original motives for carrying out cyberattacks largely remain unchanged, cybercriminals have become increasingly sophisticated with their techniques. Traditional cybersecurity solutions are becoming inadequate at detecting and mitigating emerging cyberattacks. Advances in cryptographic and Artificial Intelligence (AI) techniques (in particular, machine learning and deep learning) show promise in enabling cybersecurity experts to counter the ever-evolving threat posed by adversaries. Here, we explore AI's potential in improving cybersecurity solutions, by identifying both its strengths and weaknesses. We also discuss future research opportunities associated with the development of AI techniques in the cybersecurity field across a range of application domains.

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Section: E Artificial Neural Networkmentioning

confidence: 99%

Harnessing Artificial Intelligence Capabilities to Improve Cybersecurity

et al. 2020

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“…In this paper we have highlighted all these AI techniques and described briefly in the following sections. The Cascade Correlation Neural Network (CCNN) was used in a study of cybersecurity (Panchev et al, 2014), which stepwise adds new hidden units to the hidden layer. (Fahlman, & Lebiere 1990).…”

Section: Ai Techniques Used For Cybersecuritymentioning

confidence: 99%