Algorithms

• Proximity-based methods
  • Local Outlier Factor (LOF)
• Clustering-based methods
  • NormA
  • SAND
• Discord-based methods
  • Matrix Profile
  • DAMP
• Distribution-based methods
  • Histogram-based Outlier Score (HBOS)
  • One-Class Support Vector Machine (OCSVM)
• Graph-based methods
  • Series2Graph
• Tree-based methods
  • Isolation Forest
• Encoding-based methods
  • Principal Component Analysis-based Anomaly Detection (PCA)
  • Polynomial Approximation (POLY)
• Forecasting-based methods
  • Long Short-Term Memory Anomaly Detection (LSTM)
  • Concolutional Neural Network-based Anomaly Detection (CNN)
• Reconstruction-based methods
  • AutoEncoder (AE)