Isolation Forest (Ai)

an unsupervised anomaly detection algorithm that works by isolating anomalies from normal instances in a dataset based on their unique statistical properties

Isolation Forest (Ai)

Areas of application

  • finance
  • healthcare
  • cybersecurity
  • quality control

Example

Isolation Forest was used to detect fraudulent credit card transactions in a financial dataset. The algorithm was able to identify a subset of transactions that were significantly more likely to be fraudulent than the rest of the data.