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Code for conducting experiments on article "Improved Anomaly Detection by Using the Attention-Based Isolation Forest"

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Attention-based-isolation-forest

Code for conducting experiments on article "Improved Anomaly Detection by Using the Attention-Based Isolation Forest"

Installation

$ pip install -r requirements.txt

Usage

To run the code, the hydra package is used to set configurations:

There are two modes for running the code, which are set in the config.yaml:

  • optimization
  • inference
mode: "optimization"

defaults:
  - inference
  - optimization

The corresponding configuration files are used to set up datasets, model parameters (isolation forest or attention based isolation forest and other parametrs) and logs.

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Code for conducting experiments on article "Improved Anomaly Detection by Using the Attention-Based Isolation Forest"

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