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Scalable architecture for autonomous malware detection and defense in software-defined networks using federated learning approaches.

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Title: Scalable architecture for autonomous malware detection and defense in software-defined networks using federated learning approaches.
Authors: Ranpara R; Faculty of Computer Applications, Marwadi University, Rajkot, 360003, India., Patel SK; Department of Computer Engineering, Marwadi University, Rajkot, 360003, India., Kumar OP; Department of Electronics and Communication Engineering, Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, 576104, India. omprakash.kumar@manipal.edu., Al-Zahrani FA; Computer Engineering Department, Umm Al-Qura University, 24381, Mecca, Saudi Arabia. fayzahrani@uqu.edu.sa.
Source: Scientific reports [Sci Rep] 2025 Aug 18; Vol. 15 (1), pp. 30190. Date of Electronic Publication: 2025 Aug 18.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE; PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Ranpara+R%22">Ranpara R</searchLink>; Faculty of Computer Applications, Marwadi University, Rajkot, 360003, India.<br /><searchLink fieldCode="AU" term="%22Patel+SK%22">Patel SK</searchLink>; Department of Computer Engineering, Marwadi University, Rajkot, 360003, India.<br /><searchLink fieldCode="AU" term="%22Kumar+OP%22">Kumar OP</searchLink>; Department of Electronics and Communication Engineering, Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, 576104, India. omprakash.kumar@manipal.edu.<br /><searchLink fieldCode="AU" term="%22Al-Zahrani+FA%22">Al-Zahrani FA</searchLink>; Computer Engineering Department, Umm Al-Qura University, 24381, Mecca, Saudi Arabia. fayzahrani@uqu.edu.sa.
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