LSTM-based Encoder-Decoder for Multi-sensor Anomaly Detection

1 July 2016

Papers citing "LSTM-based Encoder-Decoder for Multi-sensor Anomaly Detection"

50 / 205 papers shown

Title
Landing AI on Networks: An equipment vendor viewpoint on Autonomous Driving Networks Dario Rossi Liang Zhang 36 13 0 26 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
Multi-scale Anomaly Detection for Big Time Series of Industrial Sensors Quan-Xin Ding Shenghua Liu Bin Zhou Huawei Shen Xueqi Cheng AI4TS AI4CE 21 1 0 18 Apr 2022
Robust and Explainable Autoencoders for Unsupervised Time Series Outlier Detection---Extended Version Tung Kieu B. Yang Chenjuan Guo Christian S. Jensen Yan Zhao Feiteng Huang Kai Zheng AI4TS 27 37 0 07 Apr 2022
Proactive Anomaly Detection for Robot Navigation with Multi-Sensor Fusion Tianchen Ji A. N. Sivakumar Girish Chowdhary Katherine Driggs-Campbell AAML 22 49 0 03 Apr 2022
Radial Autoencoders for Enhanced Anomaly Detection Mihai-Cezar Augustin V. Bonvin Régis Houssou Efstratios Rappos Stephan Robert-Nicoud 12 0 0 29 Mar 2022
Unsupervised Network Embedding Beyond Homophily Zhiqiang Zhong Guadalupe Gonzalez Daniele Grattarola Jun Pang OODD GNN 42 6 0 21 Mar 2022
TiSAT: Time Series Anomaly Transformer Keval Doshi Shatha Abudalou Yasin Yılmaz AI4TS 32 16 0 10 Mar 2022
Recurrent Auto-Encoder With Multi-Resolution Ensemble and Predictive Coding for Multivariate Time-Series Anomaly Detection Heejeong Choi Subin Kim Pilsung Kang AI4TS 11 4 0 21 Feb 2022
Graph-Augmented Normalizing Flows for Anomaly Detection of Multiple Time Series Enyan Dai Jie Chen BDL AI4TS 10 70 0 16 Feb 2022
Two-Stage Deep Anomaly Detection with Heterogeneous Time Series Data Kyeong-Joong Jeong Jin-Duk Park Kyusoon Hwang Seong-Lyun Kim Won-Yong Shin 11 6 0 10 Feb 2022
Time Series Anomaly Detection by Cumulative Radon Features Yedid Hoshen AI4TS 19 2 0 08 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
EVBattery: A Large-Scale Electric Vehicle Dataset for Battery Health and Capacity Estimation Haowei He J.N. Zhang Yanan Wang Benben Jiang Shaobo Huang ... Gengang Xiong X. Han Dongxu Guo Guannan He M. Ouyang 14 3 0 28 Jan 2022
Time-Series Anomaly Detection with Implicit Neural Representation Kyeong-Joong Jeong Yong-Min Shin BDL AI4TS 49 15 0 28 Jan 2022
RoboMal: Malware Detection for Robot Network Systems Upinder Kaur Haozhe Zhou Xiaxin Shen B. Min Richard M. Voyles AAML 13 4 0 20 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
TFDPM: Attack detection for cyber-physical systems with diffusion probabilistic models Tijin Yan Tong Zhou Yufeng Zhan Yuanqing Xia DiffM 21 7 0 20 Dec 2021
A Comparative Study of Detecting Anomalies in Time Series Data Using LSTM and TCN Models Saroj Gopali Faranak Abri Sima Siami‐Namini A. Namin AI4TS 8 13 0 17 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
Smart Metering System Capable of Anomaly Detection by Bi-directional LSTM Autoencoder Sangkeum Lee Hojun Jin S. Nengroo Y. Doh Chun-leung Lee Taewook Heo Dongsoo Har 19 13 0 06 Dec 2021
Automated Antenna Testing Using Encoder-Decoder-based Anomaly Detection H. Hsu Jiawen Xu Ravi Sama Matthias Kovatsch 9 0 0 27 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
Memory-augmented Adversarial Autoencoders for Multivariate Time-series Anomaly Detection with Deep Reconstruction and Prediction Qinfeng Xiao Shikuan Shao Jing Wang AI4TS 14 7 0 15 Oct 2021
A Semi-Supervised Approach for Abnormal Event Prediction on Large Operational Network Time-Series Data Yijun Lin Yao-Yi Chiang AI4TS 16 1 0 14 Oct 2021
Anomaly Detection in Beehives: An Algorithm Comparison Padraig Davidson M. Steininger Florian Lautenschlager Anna Krause Andreas Hotho 29 5 0 08 Oct 2021
Multivariate Anomaly Detection based on Prediction Intervals Constructed using Deep Learning Thabang Mathonsi Terence L van Zyl 11 9 0 07 Oct 2021
An Evaluation of Anomaly Detection and Diagnosis in Multivariate Time Series Astha Garg Wenyu Zhang Jules Samaran R. Savitha Chuan-Sheng Foo AI4TS 46 223 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
DAE : Discriminatory Auto-Encoder for multivariate time-series anomaly detection in air transportation Antoine Chevrot Alexandre Vernotte B. Legeard AI4TS 30 24 0 08 Sep 2021
Event2Graph: Event-driven Bipartite Graph for Multivariate Time-series Anomaly Detection Yuhang Wu Mengting Gu Lan Wang Yusan Lin Fei Wang Hao Yang AI4TS 33 8 0 15 Aug 2021
Adaptive Anomaly Detection for Internet of Things in Hierarchical Edge Computing: A Contextual-Bandit Approach Mao V. Ngo Tie-Mei Luo Tony Q.S. Quek 27 14 0 09 Aug 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
Pastprop-RNN: improved predictions of the future by correcting the past A. M. Baptista Yassine Baghoussi Carlos Soares João Mendes-Moreira Miguel Arantes AI4TS 23 2 0 25 Jun 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
HIFI: Anomaly Detection for Multivariate Time Series with High-order Feature Interactions Liwei Deng Xuanhao Chen Yan Zhao Kai Zheng 18 6 0 11 Jun 2021
Time Series Anomaly Detection with label-free Model Selection Deokwoo Jung Nandini Ramanan Mehrnaz Amjadi Sankeerth Rao Karingula Jake Taylor C. Coelho AI4TS 11 1 0 11 Jun 2021
StackVAE-G: An efficient and interpretable model for time series anomaly detection Wenkai Li Wenbo Hu Ting Chen Ning Chen Cheng Feng BDL AI4TS 13 6 0 18 May 2021
Learning Graph Structures with Transformer for Multivariate Time Series Anomaly Detection in IoT Zekai Chen Dingshuo Chen Xiao Zhang Zixuan Yuan Xiuzhen Cheng AI4TS 28 331 0 08 Apr 2021
Neural Transformation Learning for Deep Anomaly Detection Beyond Images Chen Qiu Timo Pfrommer Marius Kloft Stephan Mandt Maja R. Rudolph ViT AI4TS 14 121 0 30 Mar 2021
AQEyes: Visual Analytics for Anomaly Detection and Examination of Air Quality Data Dongyu Liu K. Veeramachaneni Alexander Geiger V. Li Huamin Qu 8 9 0 24 Mar 2021
Self-supervised learning for fast and scalable time series hyper-parameter tuning Peiyi Zhang Xiaodong Jiang Ginger m Holt N. Laptev C. Komurlu Peng Gao Yang Yu AI4TS 16 5 0 10 Feb 2021
Autoencoder-based Condition Monitoring and Anomaly Detection Method for Rotating Machines Sabtain Ahmad K. Styp-Rekowski S. Nedelkoski O. Kao 6 48 0 27 Jan 2021
Graph Convolutional Networks for traffic anomaly Yue Hu Ao Qu D. Work GNN 16 9 0 25 Dec 2020
An autoencoder wavelet based deep neural network with attention mechanism for multistep prediction of plant growth Bashar Alhnaity Stefanos D. Kollias Georgios Leontidis Shouyong Jiang B. Schamp Simon Pearson 17 42 0 07 Dec 2020
A Knowledge Distillation Ensemble Framework for Predicting Short and Long-term Hospitalisation Outcomes from Electronic Health Records Data Zina M. Ibrahim D. Bean Thomas Searle Honghan Wu Anthony Shek Z. Kraljevic J. Galloway S. Norton J. Teo Richard J. B. Dobson 8 18 0 18 Nov 2020
Atrial Fibrillation Detection and ECG Classification based on CNN-BiLSTM Jiacheng Wang Weiheng Li 16 17 0 12 Nov 2020
Smart Anomaly Detection in Sensor Systems: A Multi-Perspective Review L. Erhan M. Ndubuaku M. Mauro Wei Song M. Chen Giancarlo Fortino O. Bagdasar A. Liotta 20 238 0 27 Oct 2020