1.2k citations · 1.5k across the 6 of their papers we have counts for
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Deep Learning for Anomaly Detection: A Survey
Raghavendra Chalapathy, Sanjay Chawla
Anomaly detection is an important problem that has been well-studied within diverse research areas and application domains. The aim of this survey is two-fold, firstly we present a…
Anomaly Detection using One-Class Neural Networks
Raghavendra Chalapathy, Aditya Krishna Menon, Sanjay Chawla
We propose a one-class neural network (OC-NN) model to detect anomalies in complex data sets. OC-NN combines the ability of deep networks to extract a progressively rich representa…
Robust, Deep and Inductive Anomaly Detection
Raghavendra Chalapathy, Aditya Krishna Menon, Sanjay Chawla
PCA is a classical statistical technique whose simplicity and maturity has seen it find widespread use as an anomaly detection technique. However, it is limited in this regard by b…