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5 months ago

Deep Anomaly Detection with Deviation Networks

Guansong Pang Chunhua Shen Anton van den Hengel

Deep Anomaly Detection with Deviation Networks

Abstract

Benchmarks

BenchmarkMethodologyMetrics
anomaly-detection-on-censusDevNet
AUC: 0.828
Average Precision: 0.321
anomaly-detection-on-thyroidDevNet
AUC: 0.783
Average Precision: 0.274
fraud-detection-on-kaggle-credit-card-fraudDevNet
AUC: 0.98
Average Precision: 0.69
network-intrusion-detection-on-nb15-backdoorDevNet
AUC: 0.969
Average Precision: 0.883

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Deep Anomaly Detection with Deviation Networks | Papers | HyperAI