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Time Series Anomaly Detection

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 261–264 of 264 papers

Title	Date	Tasks	Status	Hype
Deep and Confident Prediction for Time Series at Uber	Sep 6, 2017	Anomaly DetectionPrediction	CodeCode Available	1
Time Series Anomaly Detection; Detection of anomalous drops with limited features and sparse examples in noisy highly periodic data	Aug 11, 2017	Anomaly ClassificationAnomaly Detection	—Unverified	0
LSTM-based Encoder-Decoder for Multi-sensor Anomaly Detection	Jul 1, 2016	Anomaly DetectionDecoder	CodeCode Available	2
Long Short Term Memory Networks for Anomaly Detection in Time Series	Apr 22, 2015	Anomaly DetectionFault Detection	CodeCode Available	0

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All datasets UCR Anomaly Archive KPI MSL SMAP SMD SWaT WADI Yahoo A1

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	TimeVQVAE-AD	accuracy	0.71	—	Unverified
2	Matrix Profile STUMPY	accuracy	0.51	—	Unverified
3	MDI	accuracy	0.47	—	Unverified
4	Matrix Profile SCRIMP	accuracy	0.42	—	Unverified
5	RCF	accuracy	0.39	—	Unverified
6	IF	accuracy	0.38	—	Unverified
7	Convolutional AE	accuracy	0.35	—	Unverified
8	SR-CNN	accuracy	0.3	—	Unverified
9	USAD	accuracy	0.28	—	Unverified
10	AE	accuracy	0.24	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CARLA	AUPR	0.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CARLA	AUPR	0.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CARLA	AUPR	0.45	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CARLA	AUPR	0.51	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CARLA	AUPR	0.68	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CARLA	AUPR	0.13	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CARLA	AUPR	0.65	—	Unverified