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Time Series Anomaly Detection

Papers

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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