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Awesome Anomaly Detection

A list of Papers on anomaly detection. You are welcome to open an issue and pull your requests if you think any paper that is important but not are inclueded in this repo. The papers are orgnized in classical method, deep learning method, application and survey.

Classical Method

One-Class Classification

PCA-based

Clustering

Correlation

Ranking

Deep Learning Method

Generative Methods

Auto-encoder

Variational Auto-encoder

GAN based

Hypersphereical Learning

One-Class Classification

Energy-based

Time series

Interpretation

Evaulation Metrics

Geometric transformation

FeedBack

Anomaly Detection Applications

KPI

Log

Survey