A Deep Neural Network for Unsupervised Anomaly Detection and Diagnosis in Multivariate Time Series Data

20 November 2018

Papers citing "A Deep Neural Network for Unsupervised Anomaly Detection and Diagnosis in Multivariate Time Series Data"

50 / 159 papers shown

Title
Anomaly Detection for Multivariate Time Series on Large-scale Fluid Handling Plant Using Two-stage Autoencoder S. Naito Yasunori Taguchi Kouta Nakata Yuichi Kato AI4TS 17 5 0 20 May 2022
Deep Federated Anomaly Detection for Multivariate Time Series Data Wei Zhu Dongjin Song Yuncong Chen Wei Cheng Bo Zong Takehiko Mizoguchi C. Lumezanu Haifeng Chen Jiebo Luo FedML OOD AI4TS 26 5 0 09 May 2022
LPC-AD: Fast and Accurate Multivariate Time Series Anomaly Detection via Latent Predictive Coding Zhi Qi Hong Xie Ye Li Jian Tan Feifei Li John C. S. Lui AI4TS 11 1 0 05 May 2022
STC-IDS: Spatial-Temporal Correlation Feature Analyzing based Intrusion Detection System for Intelligent Connected Vehicles Pengzhou Cheng Mu Han Aoxue Li Fengwei Zhang 13 22 0 23 Apr 2022
Sintel: A Machine Learning Framework to Extract Insights from Signals Sarah Alnegheimish Dongyu Liu Carles Sala Cladellas Laure Berti-Equille K. Veeramachaneni AI4TS 24 15 0 19 Apr 2022
CMMD: Cross-Metric Multi-Dimensional Root Cause Analysis Shifu Yan Caihua Shan Wenyi Yang Bixiong Xu Dongsheng Li Lili Qiu Jie Tong Qi Zhang 14 4 0 30 Mar 2022
Deep Convolutional Autoencoder for Assessment of Anomalies in Multi-stream Sensor Data Anthony Geglio Eisa Hedayati M. Tascillo Dyche Anderson Jonathan Barker T. Havens ViT UQCV 11 3 0 15 Feb 2022
Hybridization of Capsule and LSTM Networks for unsupervised anomaly detection on multivariate data Ayman Elhalwagy T. Kalganova 20 14 0 11 Feb 2022
Detecting Anomalies within Time Series using Local Neural Transformations Tim Schneider Chen Qiu Marius Kloft Decky Aspandi Latif Steffen Staab Stephan Mandt Maja R. Rudolph AI4TS 29 18 0 08 Feb 2022
EcoFlow: Efficient Convolutional Dataflows for Low-Power Neural Network Accelerators Lois Orosa Skanda Koppula Yaman Umuroglu Konstantinos Kanellopoulos Juan Gómez Luna Michaela Blott K. Vissers O. Mutlu 46 4 0 04 Feb 2022
Robust Audio Anomaly Detection Wo Jae Lee Karim Helwani A. Krishnaswamy S. Tenneti OOD AI4TS 30 2 0 03 Feb 2022
An Attention-based ConvLSTM Autoencoder with Dynamic Thresholding for Unsupervised Anomaly Detection in Multivariate Time Series Tareq Tayeh Sulaiman A. Aburakhia Ryan Myers Abdallah Shami AI4TS 47 33 0 23 Jan 2022
TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data Shreshth Tuli G. Casale N. Jennings AI4TS 26 473 0 18 Jan 2022
Functional Anomaly Detection: a Benchmark Study Guillaume Staerman E. Adjakossa Pavlo Mozharovskyi V. Hofer J. Gupta Stéphan Clémençon 24 18 0 13 Jan 2022
Forecast-based Multi-aspect Framework for Multivariate Time-series Anomaly Detection Lan Wang Yusan Lin Yuhang Wu Huiyuan Chen Fei Wang Hao Yang AI4TS 36 5 0 13 Jan 2022
Adaptive Memory Networks with Self-supervised Learning for Unsupervised Anomaly Detection Yu-xin Zhang Jindong Wang Yiqiang Chen Hanchao Yu Tao Qin AI4TS 33 54 0 03 Jan 2022
Monte Carlo EM for Deep Time Series Anomaly Detection François-Xavier Aubet Daniel Zügner Jan Gasthaus AI4TS 21 5 0 29 Dec 2021
DeepFIB: Self-Imputation for Time Series Anomaly Detection Minhao Liu Zhijian Xu Qiang Xu AI4TS 27 4 0 12 Dec 2021
Fast and scalable neuroevolution deep learning architecture search for multivariate anomaly detection Marcin Pietroñ Dominik Zurek Kamil Faber R. Corizzo 28 4 0 10 Dec 2021
Learning Physical Concepts in Cyber-Physical Systems: A Case Study Henrik S. Steude Alexander Windmann Oliver Niggemann AI4CE 10 0 0 28 Nov 2021
Unsupervised Time Series Outlier Detection with Diversity-Driven Convolutional Ensembles -- Extended Version David Campos Tung Kieu Chenjuan Guo Feiteng Huang Kai Zheng B. Yang Christian S. Jensen AI4TS 28 51 0 22 Nov 2021
TOD: GPU-accelerated Outlier Detection via Tensor Operations Yue Zhao George H. Chen Zhihao Jia AI4TS 27 8 0 26 Oct 2021
Graph-Guided Network for Irregularly Sampled Multivariate Time Series Xiang Zhang M. Zeman Theodoros Tsiligkaridis Marinka Zitnik MLAU AI4TS 40 107 0 11 Oct 2021
Anomaly Detection for High-Dimensional Data Using Large Deviations Principle Sreelekha Guggilam V. Chandola A. Patra 14 2 0 28 Sep 2021
An Evaluation of Anomaly Detection and Diagnosis in Multivariate Time Series Astha Garg Wenyu Zhang Jules Samaran R. Savitha Chuan-Sheng Foo AI4TS 44 223 0 23 Sep 2021
Towards a Rigorous Evaluation of Time-series Anomaly Detection Siwon Kim K. Choi Hyun-Soo Choi Byunghan Lee Sungroh Yoon AI4TS 89 147 0 11 Sep 2021
Human readable network troubleshooting based on anomaly detection and feature scoring J. M. Navarro Alexis Huet Dario Rossi 27 8 0 26 Aug 2021
DeepExpress: Heterogeneous and Coupled Sequence Modeling for Express Delivery Prediction Siyuan Ren Bin Guo LongBing Cao Ke Li Jiaqi Liu Zhiwen Yu 21 8 0 18 Aug 2021
Convolutional Transformer based Dual Discriminator Generative Adversarial Networks for Video Anomaly Detection Xinyang Feng Dongjin Song Yuncong Chen Zhengzhang Chen Jingchao Ni Haifeng Chen ViT 19 69 0 29 Jul 2021
Unsupervised Deep Anomaly Detection for Multi-Sensor Time-Series Signals Yu-xin Zhang Yiqiang Chen Jindong Wang Zhiwen Pan AI4TS 21 189 0 27 Jul 2021
HURRA! Human readable router anomaly detection J. M. Navarro Dario Rossi 11 7 0 23 Jul 2021
Neural Contextual Anomaly Detection for Time Series Chris U. Carmona Franccois-Xavier Aubet Valentin Flunkert Jan Gasthaus BDL AI4TS 59 63 0 16 Jul 2021
Time Series Anomaly Detection for Cyber-Physical Systems via Neural System Identification and Bayesian Filtering Cheng Feng Pengwei Tian AI4TS 19 75 0 15 Jun 2021
Robust Out-of-Distribution Detection on Deep Probabilistic Generative Models Jaemoo Choi Changyeon Yoon Jeongwoo Bae Myung-joo Kang OODD 30 4 0 15 Jun 2021
Artificial Intelligence Based Prognostic Maintenance of Renewable Energy Systems: A Review of Techniques, Challenges, and Future Research Directions Y. Afridi Kashif Ahmad Laiq Hassan AI4CE 38 47 0 20 Apr 2021
Novelty Detection in Sequential Data by Informed Clustering and Modeling Linara Adilova Siming Chen Michael Kamp 15 2 0 05 Mar 2021
Dynamic Gaussian Mixture based Deep Generative Model For Robust Forecasting on Sparse Multivariate Time Series Yinjun Wu Jingchao Ni Wei Cheng Bo Zong Dongjin Song Zhengzhang Chen Yanchi Liu Xuchao Zhang Haifeng Chen S. Davidson AI4TS 20 49 0 03 Mar 2021
Anomaly Detection for Multivariate Time Series of Exotic Supernovae V. A. Villar M. Cranmer Gabriella Contardo S. Ho J. Lin AI4TS 15 4 0 21 Oct 2020
Deep learning models for predictive maintenance: a survey, comparison, challenges and prospect O. Serradilla E. Zugasti Urko Zurutuza AI4CE 14 18 0 07 Oct 2020
A Transformer-based Framework for Multivariate Time Series Representation Learning George Zerveas Srideepika Jayaraman Dhaval Patel A. Bhamidipaty Carsten Eickhoff AI4TS 21 889 0 06 Oct 2020
Anomaly Detection and Sampling Cost Control via Hierarchical GANs Chen Zhong M. C. Gursoy Senem Velipasalar AI4TS 13 4 0 28 Sep 2020
Unsupervised Anomaly Detection on Temporal Multiway Data D. Nguyen Phuoc Nguyen Kien Do Santu Rana Sunil R. Gupta T. Tran 9 2 0 20 Sep 2020
Spatiotemporal Attention for Multivariate Time Series Prediction and Interpretation Tryambak Gangopadhyay Sin Yong Tan Zhanhong Jiang Rui Meng S. Sarkar AI4TS 24 45 0 11 Aug 2020
Improving Robustness on Seasonality-Heavy Multivariate Time Series Anomaly Detection Farzaneh Khoshnevisan Zhewen Fan Vitor R. Carvalho AI4TS 8 5 0 25 Jul 2020
Multi-stream RNN for Merchant Transaction Prediction Zhongfang Zhuang Chin-Chia Michael Yeh Liang Wang Wei Zhang Junpeng Wang 8 3 0 25 Jul 2020
Deep Learning for Anomaly Detection: A Review Guansong Pang Chunhua Shen LongBing Cao Anton Van Den Hengel 16 896 0 06 Jul 2020
Anomaly Detection And Classification In Time Series With Kervolutional Neural Networks O. Ammann Gabriel Michau Olga Fink AI4TS 6 1 0 14 May 2020
Deep Learning-Based Anomaly Detection in Cyber-Physical Systems: Progress and Opportunities Yuan Luo Ya Xiao Long Cheng Guojun Peng D. Yao 32 160 0 30 Mar 2020
CRATOS: Cognition of Reliable Algorithm for Time-series Optimal Solution Ziling Wu Ping Liu Zheng Hu Bocheng Li Jun Wang AI4TS 9 0 0 03 Mar 2020
RobustTAD: Robust Time Series Anomaly Detection via Decomposition and Convolutional Neural Networks Jing Gao Xiaomin Song Qingsong Wen Pichao Wang Liang Sun Huan Xu AI4TS 31 133 0 21 Feb 2020