Studies in computational intelligence, Journal Year: 2025, Volume and Issue: unknown, P. 17 - 31
Published: Jan. 1, 2025
Language: Английский
Studies in computational intelligence, Journal Year: 2025, Volume and Issue: unknown, P. 17 - 31
Published: Jan. 1, 2025
Language: Английский
Data & Metadata, Journal Year: 2025, Volume and Issue: 4, P. 699 - 699
Published: Feb. 10, 2025
Introduction: Cloud computing is considered a remarkable paradigm shift in Information Technology (IT), offering scalable and virtualized resources to end users at low cost terms of infrastructure maintenance. These offer an exceptional degree flexibility adhere established standards, formats, networking protocols while being managed by several management entities. However, the existence flaws vulnerabilities underlying technology outdated opens door for malicious network attacks.Methods: This study addresses these introducing method classifying attacks Infrastructure as Service (IaaS) cloud environments, utilizing machine learning methodologies within digital forensics framework. Various algorithms are employed automatically identify categorize cyber-attacks based on metrics related process performance. The dataset divided into three distinct categories—CPU usage, memory disk usage—to assess each category’s impact detection systems.Results: Decision Tree Neural Network models recommended analyzing disk-related features due their superior performance detecting with accuracy 90% 87.9%, respectively. deemed more suitable identifying CPU behavior, achieving 86.2%. For memory-related features, K-Nearest Neighbor (KNN) demonstrates best False Negative Rate (FNR) value 1.8%.Discussion: Our highlights significance customizing selection classifiers specific system feature intended focus detection. By tailoring particular activities IaaS environments can be enhanced, practical insights effective attack classification.
Language: Английский
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0Studies in computational intelligence, Journal Year: 2025, Volume and Issue: unknown, P. 73 - 86
Published: Jan. 1, 2025
Language: Английский
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0Studies in computational intelligence, Journal Year: 2025, Volume and Issue: unknown, P. 187 - 198
Published: Jan. 1, 2025
Language: Английский
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0Studies in computational intelligence, Journal Year: 2025, Volume and Issue: unknown, P. 803 - 816
Published: Jan. 1, 2025
Language: Английский
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0Studies in computational intelligence, Journal Year: 2025, Volume and Issue: unknown, P. 775 - 788
Published: Jan. 1, 2025
Language: Английский
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0Studies in computational intelligence, Journal Year: 2025, Volume and Issue: unknown, P. 415 - 430
Published: Jan. 1, 2025
Language: Английский
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0Studies in computational intelligence, Journal Year: 2025, Volume and Issue: unknown, P. 817 - 830
Published: Jan. 1, 2025
Language: Английский
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0Studies in computational intelligence, Journal Year: 2025, Volume and Issue: unknown, P. 479 - 489
Published: Jan. 1, 2025
Language: Английский
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0Studies in computational intelligence, Journal Year: 2025, Volume and Issue: unknown, P. 275 - 288
Published: Jan. 1, 2025
Language: Английский
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0Studies in computational intelligence, Journal Year: 2025, Volume and Issue: unknown, P. 507 - 519
Published: Jan. 1, 2025
Language: Английский
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