Supervised Anomaly Detection

In the training set, the amount of abnormal samples is limited and significant fewer than normal samples, producing data distributions that lead to a naturally imbalanced learning problem.

Papers

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Showing 126–150 of 155 papers

Title	Date	Tasks	Status	Hype
Change-point detection in wind turbine SCADA data for robust condition monitoring with normal behaviour models	Oct 27, 2020	Anomaly DetectionChange Point Detection	CodeCode Available	1
Graph Fairing Convolutional Networks for Anomaly Detection	Oct 20, 2020	Anomaly DetectionSemi-supervised Anomaly Detection	CodeCode Available	0
Toward Deep Supervised Anomaly Detection: Reinforcement Learning from Partially Labeled Anomaly Data	Sep 15, 2020	Anomaly DetectionDeep Reinforcement Learning	CodeCode Available	1
A Self-Reasoning Framework for Anomaly Detection Using Video-Level Labels	Aug 27, 2020	Anomaly DetectionClustering	—Unverified	0
Neural Batch Sampling with Reinforcement Learning for Semi-Supervised Anomaly Detection	Aug 1, 2020	Anomaly Detectionreinforcement-learning	—Unverified	0
Brain Tumor Anomaly Detection via Latent Regularized Adversarial Network	Jul 9, 2020	Anomaly DetectionSemi-supervised Anomaly Detection	—Unverified	0
Anomaly Detection with Domain Adaptation	Jun 5, 2020	Anomaly DetectionDomain Adaptation	—Unverified	0
A Characteristic Function for Shapley-Value-Based Attribution of Anomaly Scores	Apr 9, 2020	Anomaly DetectionSemi-supervised Anomaly Detection	CodeCode Available	0
A^3: Activation Anomaly Analysis	Mar 3, 2020	Anomaly DetectionSemi-supervised Anomaly Detection	CodeCode Available	1
Semi-supervised Anomaly Detection on Attributed Graphs	Feb 27, 2020	Anomaly DetectionAttribute	CodeCode Available	0
Semi-supervised Anomaly Detection using AutoEncoders	Jan 6, 2020	Anomaly DetectionAsset Management	CodeCode Available	1
AnoNet: Weakly Supervised Anomaly Detection in Textured Surfaces	Nov 24, 2019	Anomaly DetectionSupervised Anomaly Detection	—Unverified	0
On the Impact of Object and Sub-component Level Segmentation Strategies for Supervised Anomaly Detection within X-ray Security Imagery	Nov 19, 2019	Anomaly DetectionSegmentation	—Unverified	0
Deep Weakly-supervised Anomaly Detection	Oct 30, 2019	Anomaly DetectionRelation	CodeCode Available	0
RADE: Resource-Efficient Supervised Anomaly Detection Using Decision Tree-Based Ensemble Methods	Sep 26, 2019	Anomaly DetectionClassification	—Unverified	0
Anomaly Detection with Inexact Labels	Sep 11, 2019	Anomaly DetectionMultiple Instance Learning	—Unverified	0
A Neural Network-Based On-device Learning Anomaly Detector for Edge Devices	Jul 23, 2019	Anomaly DetectionCPU	—Unverified	0
Deep Multi-Task Learning for Anomalous Driving Detection Using CAN Bus Scalar Sensor Data	Jun 28, 2019	Anomaly DetectionMulti-Task Learning	—Unverified	0
Deep Semi-Supervised Anomaly Detection	Jun 6, 2019	Anomaly DetectionOutlier Detection	CodeCode Available	0
Anomaly Detection in Images	May 9, 2019	Anomaly DetectionSupervised Anomaly Detection	—Unverified	0
Supervised Anomaly Detection based on Deep Autoregressive Density Estimators	Apr 12, 2019	Anomaly DetectionDensity Estimation	—Unverified	0
Autoencoding Binary Classifiers for Supervised Anomaly Detection	Mar 26, 2019	Anomaly DetectionSupervised Anomaly Detection	—Unverified	0
Graph Convolutional Label Noise Cleaner: Train a Plug-and-play Action Classifier for Anomaly Detection	Mar 18, 2019	Anomaly DetectionAnomaly Detection In Surveillance Videos	CodeCode Available	0
Anomaly Detection for an E-commerce Pricing System	Feb 25, 2019	Anomaly DetectionModel Selection	—Unverified	0
GANomaly: Semi-Supervised Anomaly Detection via Adversarial Training	May 17, 2018	Anomaly DetectionDecoder	CodeCode Available	0

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