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Time Series Anomaly Detection

Papers

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Showing 176–200 of 264 papers

TitleStatusHype
Beyond Sharing: Conflict-Aware Multivariate Time Series Anomaly DetectionCode0
ALGAN: Time Series Anomaly Detection with Adjusted-LSTM GAN—0
A Survey of Time Series Anomaly Detection Methods in the AIOps Domain—0
Refining the Optimization Target for Automatic Univariate Time Series Anomaly Detection in Monitoring Services—0
A Comprehensive Survey of Deep Transfer Learning for Anomaly Detection in Industrial Time Series: Methods, Applications, and Directions—0
Prototypes as Explanation for Time Series Anomaly Detection—0
Coupled Attention Networks for Multivariate Time Series Anomaly Detection—0
QBSD: Quartile-Based Seasonality Decomposition for Cost-Effective RAN KPI ForecastingCode0
An Effective WGAN-based Anomaly Detection Model for loT Multivariate Time Series Published on Pacific-Asia Conference on Knowledge Discovery and Data MiningCode0
RoLA: A Real-Time Online Lightweight Anomaly Detection System for Multivariate Time Series—0
AD-NEV: A Scalable Multi-level Neuroevolution Framework for Multivariate Anomaly Detection—0
Evaluation Strategy of Time-series Anomaly Detection with Decay Function—0
Correlation-Driven Multi-Level Multimodal Learning for Anomaly Detection on Multiple Energy SourcesCode0
Impact of Deep Learning Libraries on Online Adaptive Lightweight Time Series Anomaly Detection—0
Harnessing Contrastive Learning and Neural Transformation for Time Series Anomaly Detection—0
Context-aware Domain Adaptation for Time Series Anomaly Detection—0
Time-series Anomaly Detection based on Difference Subspace between Signal Subspaces—0
Protecting Federated Learning from Extreme Model Poisoning Attacks via Multidimensional Time Series Anomaly Detection—0
A Bi-LSTM Autoencoder Framework for Anomaly Detection -- A Case Study of a Wind Power Dataset—0
Learning Representation for Anomaly Detection of Vehicle Trajectories—0
Time series anomaly detection with reconstruction-based state-space modelsCode0
Navigating the Metric Maze: A Taxonomy of Evaluation Metrics for Anomaly Detection in Time SeriesCode0
RePAD2: Real-Time, Lightweight, and Adaptive Anomaly Detection for Open-Ended Time Series—0
Time Series Anomaly Detection in Smart Homes: A Deep Learning Approach—0
Multivariate Time Series Anomaly Detection via Dynamic Graph Forecasting—0
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All datasetsUCR Anomaly ArchiveKPIMSLSMAPSMDSWaTWADIYahoo A1

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TimeVQVAE-ADaccuracy0.71—Unverified
2Matrix Profile STUMPYaccuracy0.51—Unverified
3MDIaccuracy0.47—Unverified
4Matrix Profile SCRIMPaccuracy0.42—Unverified
5RCFaccuracy0.39—Unverified
6IFaccuracy0.38—Unverified
7Convolutional AEaccuracy0.35—Unverified
8SR-CNNaccuracy0.3—Unverified
9USADaccuracy0.28—Unverified
10AEaccuracy0.24—Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.3—Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.5—Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.45—Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.51—Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.68—Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.13—Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.65—Unverified