Anomaly detection with VAEs; today's reading.

anomaly-detection today-i-read vae

  1. Jinwon An and Sungzoon Cho, “Variational autoencoder based anomaly detection using reconstruction probability,” Special lecture on IE, vol. 2, no. 1, pp. 1–18, 2015.

    tl;dr: In the context of anomaly detection with varational autoencoders, argues that reconstruction probability is a more objective measure than reconstruction error. Experiments with MNIST and KDD cup 1999 network intrustion dataset. The VAEs provide reconstructions as well as reconstruction probabilities.

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