English (United Kingdom)

https://curated-unify.zendy.io/wp-json/zendy-region/v1/featured_content/oa?rat=en

https://curated-unify.zendy.io/wp-json/zendy-region/v1/highlighted_journal/

Global: Zendy Plus annual

Presents the access of premium content as premium feature

Premium Content

Presents the keyphrase highlighting as premium feature

Keyphrase Highlighting

Presents the summarisation as premium feature

Summarisation

Insights

Presents the pdf analysis as premium feature

PDF Analysis

Presents the zaia usage as premium feature

ZAIA

Global: Zendy Plus monthly

Global: Zendy Tools annual

Global: Zendy Tools monthly

Global: Zendy Free Plan

Cybersecurity dynamics is a mathematical approach to modeling and analyzingcyber attack-defense interactions in networks. In this paper, we advance thestate-of-the-art in characterizing one kind of cybersecurity dynamics, known aspreventive and reactive cyber defense dynamics, which is a family of highlynonlinear system models. We prove that this dynamics in its general form withtime-dependent parameters is globally attractive when the time-dependentparameters are ergodic, and is (almost) periodic when the time-dependentparameters have the stronger properties of being (almost) periodic. Our resultssupersede the state-of-the-art ones, including that the same type of dynamicsbut with time-independent parameters is globally convergent.

Preventive and Reactive Cyber Defense Dynamics with Ergodic Time-dependent Parameters Is Globally Attractive