機械学習とディープラーニングでサイバーセキュリティに革命をもたらすためにデータ分析を活用する
Asadi Srinivasulu1,2, Tae-Hoon Kim3, Ravikumar Chinthaginjala4
1Cooperative Research centre for contamination Assessment and Remediation of the Environment (CRC CARE),Global Centre for Environmental Remediation/College of Engineering Science & Environment, ATC Building, The University of New Castle, Callaghan, NSW2308, Australia. srinuasadi@gmail.com.
Scientific reports
|August 29, 2025
まとめ
この研究では,コンボリューションニューラルネットワーク (CNN) を使用してサイバーセキュリティのデータを分析し,脅威の検出と分類において高い精度を達成しています. このディープラーニングのアプローチは 進化するサイバー攻撃に対するサイバーセキュリティの防御を強化します
科学分野:
- サイバーセキュリティ
- 機械学習
- データサイエンス
背景:
- デジタル技術の発展は 複雑なサイバー攻撃につながります
- 強力なサイバーセキュリティ対策は不可欠です
- 伝統的手法には改善が必要です
研究 の 目的:
- サイバーセキュリティデータ分析のためのコンボリューションニューラルネットワーク (CNN) を探索する.
- 正確で効率的な脅威検出と分類のためにCNNを評価します.
- サイバーセキュリティへの ディープラーニングの統合を調査します
主な方法:
- 主要な技術としてコンボリューションニューラルネットワーク (CNN) を利用した.
- CNNのアーキテクチャを コンボリューションとプーリングの層で設計しました
- サイバーセキュリティインシデントを表す合成データを生成した.
主要な成果:
- CNNはサイバー脅威を 特定し分類する上で 高い精度を示しました
- このモデルは サイバーセキュリティデータ内の複雑なパターンを 効果的に捉えました
- サイバーセキュリティの強化に期待しています
結論:
- ディープラーニング技術 特にCNNは 伝統的なサイバーセキュリティを補完します
- CNNベースのデータ分析は 積極的な脅威検出の基盤を提供します
- 将来の作業には 検証のための実用データも含まれます
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