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kimwin2 / RRN_AnomalyDetection

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RRN (Reconstructive Recurrent Network)

RRN architecture

Screenshot from 2020-10-27 19-12-51

Usage

  • Clone this repo: git clone https://github.com/kimwin2/RRN_AnomalyDetection.git
  • Download datase:
python3 0_download_dataset.py
  • For training:
python3 1_train.py
  • For testing:
python3 2_anomaly.py
  • Display result:
python3 3_display_result.py

network and etc files

  • preprocess_data.py : This code is for preprocessing dataset.
  • model/model.py: This code is for the lstm based encoder-decoder architecture.

paper

Y.-H. Yoo, U.-H. Kim and J.-H. Kim, "Recurrent Reconstructive Network for Sequential Anomaly Detection," IEEE Transactions on Cybernetics, Accepted, DOI: 10.1109/TCYB.2019.2933548, Jul. 2019.

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