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Self-supervised Autoencoder Anomaly Detection/Ushahidi
Rekodi ya ushahidi wa mbinu

Self-supervised Autoencoder Anomaly Detection

Self-supervised autoencoder anomaly detection trains an autoencoder using self-supervised pretext tasks — such as predicting geometric transformations or solving jigsaw puzzles — on unlabeled normal data, then flags as anomalous any input whose reconstruction error or pretext-task score deviates substantially from the learned normal distribution.

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Self-supervised Autoencoder Anomaly Detection (Pretext-Task Reconstruction-Based Anomaly Detection)
Rekodi ya mbinu ya kiajenda · ml-model / machine-learning
  • Golan, I. & El-Yaniv, R. (2018). Deep one-class classification via geometric transformations. Advances in Neural Information Processing Systems (NeurIPS), 31. · URL
  • Ruff, L., Kauffmann, J. R., Vandermeulen, R. A., Montavon, G., Samek, W., Kloft, M., Dietterich, T. G., & Müller, K.-R. (2021). A unifying review of deep and shallow anomaly detection. Proceedings of the IEEE, 109(5), 756–795. · DOI 10.1109/JPROC.2021.3052449
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Taxonomic bucketAutoencoder Anomaly Detectionmachine-suggested · Relational suggestion, not evidence.Same method familyIsolation Forestmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketOne-class SVMmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketSelf-supervised Learningmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketSemi-supervised Autoencoder Anomaly Detectionmachine-suggested · Relational suggestion, not evidence.Same method familyVariational Autoencodermachine-suggested · Relational suggestion, not evidence.

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Sources recorded, not reviewed

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