Sequential Anomaly detecion

Anomaly detection for Sequential dataset

Model

• ML
  • Isolation Forest
  • One-Class SVM
• Autoencoder
  • LSTM Autoencoder
  • NN Autoencoder
  • Unsupervised log message anomaly detection (2 Autoencode + Isolation)

Will do

• Prediction
  • NN
  • LSTM
  • Bidirectional LSTM
  • Residual Bidirectional LSTM

Reference

• Dataset, LSTM Autoencoder : https://github.com/BLarzalere/LSTM-Autoencoder-for-Anomaly-Detection
• Gas Sensor Dataset : https://archive.ics.uci.edu/ml/datasets/Gas+Sensor+Array+Drift+Dataset
• Unsupervised log message anomaly detection : https://www.sciencedirect.com/science/article/pii/S2405959520300643#b19