Anomaly Detection

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• Case Studies
  • Risk, Compliance and Regulation
    • Cybersecurity
      • Cybersecurity References
      • Offense - Adversarial Threats/Attacks
      • Defenses Against Adversarial Attacks
  • Government Services
• ...find outliers
• Capabilities
  • Embedding: Search ... Clustering ... Recommendation ... Anomaly Detection ... Classification ... Dimensional Reduction ... ...find outliers
• Internet of Things (IoT)
• Screening; Passenger, Luggage, & Cargo
• Time-Series Anomaly Detection Service at Microsoft | H. Ren, B. Xu, Y. Wang, C. Yi, C. Huang, X. Kou, T. Xing, M. Yang, J. Tong, and Q. Zhang

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Principal Component Analysis (PCA) Anomaly Detection

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• PCA-Based Anomaly Detection | Microsoft

PCA-based anomaly detection - the vast majority of the data falls into a stereotypical distribution; points deviating dramatically from that distribution are suspect Keep it Simple : Machine Learning & Algorithms for Big Boys | Dinesh Chandrasekar