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
Reconstruct Anomaly to Normal: Adversarial Learned and Latent Vector-constrained Autoencoder for Time-series Anomaly Detection Chunkai Zhang Wei Zuo Xueliang Wang AI4TS 4 3 0 14 Oct 2020
TimeAutoML: Autonomous Representation Learning for Multivariate Irregularly Sampled Time Series Yang Jiao Kai Yang Shaoyu Dou Pan Luo Sijia Liu Dongjin Song AI4TS 28 6 0 04 Oct 2020
A Unifying Review of Deep and Shallow Anomaly Detection Lukas Ruff Jacob R. Kauffmann Robert A. Vandermeulen G. Montavon Wojciech Samek Marius Kloft Thomas G. Dietterich Klaus-Robert Muller UQCV 20 781 0 24 Sep 2020
Unsupervised Anomaly Detection on Temporal Multiway Data D. Nguyen Phuoc Nguyen Kien Do Santu Rana Sunil R. Gupta T. Tran 14 2 0 20 Sep 2020
TadGAN: Time Series Anomaly Detection Using Generative Adversarial Networks Alexander Geiger Dongyu Liu Sarah Alnegheimish Alfredo Cuesta-Infante K. Veeramachaneni AI4TS 28 204 0 16 Sep 2020
Unsupervised Learning Based Robust Multivariate Intrusion Detection System for Cyber-Physical Systems using Low Rank Matrix Aneet Kumar Dutta B. Mukhoty S. Shukla AAML OOD 6 0 0 07 Sep 2020
Multivariate Time-series Anomaly Detection via Graph Attention Network Hang Zhao Yujing Wang Juanyong Duan Congrui Huang Defu Cao Yunhai Tong Bixiong Xu Jing Bai Jie Tong Qi Zhang AI4TS 6 423 0 04 Sep 2020
Multi-Scale One-Class Recurrent Neural Networks for Discrete Event Sequence Anomaly Detection Z. Wang Zhengzhang Chen Jingchao Ni Hui Liu Haifeng Chen Jiliang Tang AI4TS 11 54 0 31 Aug 2020
ADIC: Anomaly Detection Integrated Circuit in 65nm CMOS utilizing Approximate Computing B. Kar P. K. Gopalakrishnan S. Bose Mohendra Roy A. Basu 8 4 0 21 Aug 2020
Improving Robustness on Seasonality-Heavy Multivariate Time Series Anomaly Detection Farzaneh Khoshnevisan Zhewen Fan Vitor R. Carvalho AI4TS 13 5 0 25 Jul 2020
Deep Anomaly Detection for Time-series Data in Industrial IoT: A Communication-Efficient On-device Federated Learning Approach Yi Liu S. Garg Jiangtian Nie Yan Zhang Zehui Xiong Jiawen Kang M. S. Hossain FedML 39 378 0 19 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
Self-Supervised Encoder for Fault Prediction in Electrochemical Cells D. Marcos S. Yacout Saïd Berriah 6 0 0 05 Jun 2020
Sequential Anomaly Detection using Inverse Reinforcement Learning Min Hwan Oh G. Iyengar OffRL AI4TS 12 80 0 22 Apr 2020
Contextual-Bandit Anomaly Detection for IoT Data in Distributed Hierarchical Edge Computing Mao V. Ngo Tie-Mei Luo H. Chaouchi Tony Q.S. Quek 6 15 0 15 Apr 2020
Attention-Based Self-Supervised Feature Learning for Security Data I-Ta Lee Manish Marwah M. Arlitt SSL 8 2 0 24 Mar 2020
PyODDS: An End-to-end Outlier Detection System with Automated Machine Learning Yuening Li Daochen Zha Praveen Kumar Venugopal Na Zou Xia Hu 6 46 0 12 Mar 2020
$$\text{A}^3$: Activation Anomaly Analysis$ $\text{A}^3$ : Activation Anomaly Analysis Philip Sperl Jan-Philipp Schulze Konstantin Böttinger 9 6 0 03 Mar 2020
DROCC: Deep Robust One-Class Classification Sachin Goyal Aditi Raghunathan Moksh Jain H. Simhadri Prateek Jain VLM 28 160 0 28 Feb 2020
Structural Deep Clustering Network Deyu Bo Xiao Wang C. Shi Meiqi Zhu Emiao Lu Peng Cui GNN 15 486 0 05 Feb 2020
Semantic Discord: Finding Unusual Local Patterns for Time Series Li Zhang Yifeng Gao Jessica Lin AI4TS 9 3 0 30 Jan 2020
Adaptive Anomaly Detection for IoT Data in Hierarchical Edge Computing Mao V. Ngo H. Chaouchi Tie-Mei Luo Tony Q.S. Quek 19 16 0 10 Jan 2020
A Framework for End-to-End Deep Learning-Based Anomaly Detection in Transportation Networks Neema Davis G. Raina Krishna Jagannathan AI4TS 18 26 0 20 Nov 2019
RSM-GAN: A Convolutional Recurrent GAN for Anomaly Detection in Contaminated Seasonal Multivariate Time Series Farzaneh Khoshnevisan Zhewen Fan AI4TS 30 9 0 16 Nov 2019
Time2Graph: Revisiting Time Series Modeling with Dynamic Shapelets Ziqiang Cheng Yang Yang Wei Wang Wenjie Hu Yueting Zhuang Guojie Song AI4TS 19 61 0 11 Nov 2019
Sequential Adversarial Anomaly Detection for One-Class Event Data Shixiang Zhu H. Yuchi Minghe Zhang Yao Xie 14 11 0 21 Oct 2019
PyODDS: An End-to-End Outlier Detection System Yuening Li Daochen Zha Na Zou Xia Hu 13 4 0 07 Oct 2019
Developing an Unsupervised Real-time Anomaly Detection Scheme for Time Series with Multi-seasonality Wentai Wu Ligang He Weiwei Lin Yi Su Yuhua Cui Carsten Maple Stephen Jarvis AI4TS 14 6 0 03 Aug 2019
An Encoder-Decoder Based Approach for Anomaly Detection with Application in Additive Manufacturing Baihong Jin Yingshui Tan A. Nettekoven Yuxin Chen Ufuk Topcu Yisong Yue Alberto L. Sangiovanni-Vincentelli UQCV 14 39 0 26 Jul 2019
An Adaptive Approach for Anomaly Detector Selection and Fine-Tuning in Time Series Hui Ye Xiaopeng Ma Qingfeng Pan Huaqiang Fang Hang Xiang Tongzhen Shao AI4TS 22 6 0 18 Jul 2019
Deep Multi-Task Learning for Anomalous Driving Detection Using CAN Bus Scalar Sensor Data Vidyasagar Sadhu Teruhisa Misu D. Pompili 17 16 0 28 Jun 2019
Visual Analytics of Anomalous User Behaviors: A Survey Yang Shi Yuyin Liu Hanghang Tong Jingrui He Gang Yan Nan Cao 24 22 0 14 May 2019
Data-driven Prognostics with Predictive Uncertainty Estimation using Ensemble of Deep Ordinal Regression Models T. Vishnu Diksha Garg Pankaj Malhotra L. Vig Gautam M. Shroff UQCV 32 15 0 23 Mar 2019
Learning Competitive and Discriminative Reconstructions for Anomaly Detection Kai Tian Shuigeng Zhou Jianping Fan Jihong Guan UQCV 11 23 0 17 Mar 2019
WaveletAE: A Wavelet-enhanced Autoencoder for Wind Turbine Blade Icing Detection Binhang Yuan Chen Wang Chen Luo Fei Jiang Mingsheng Long Philip S. Yu Yuan Liu 14 25 0 14 Feb 2019
BINet: Multi-perspective Business Process Anomaly Classification Timo Nolle Stefan Luettgen Alexander Seeliger M. Mühlhäuser AI4TS 16 68 0 08 Feb 2019
Unsupervised Prediction of Negative Health Events Ahead of Time Anahita Hosseini Majid Sarrafzadeh 11 5 0 31 Jan 2019
Deep Learning for Anomaly Detection: A Survey Raghavendra Chalapathy Sanjay Chawla AI4TS 41 1,479 0 10 Jan 2019
A Deep Neural Network for Unsupervised Anomaly Detection and Diagnosis in Multivariate Time Series Data Chuxu Zhang Dongjin Song Yuncong Chen Xinyang Feng C. Lumezanu Wei Cheng Jingchao Ni Bo Zong Haifeng Chen Nitesh V. Chawla AI4TS 27 691 0 20 Nov 2018
Mechanisms for Integrated Feature Normalization and Remaining Useful Life Estimation Using LSTMs Applied to Hard-Disks Sanchita Basak Saptarshi Sengupta A. Dubey 27 3 0 21 Oct 2018
Natural Language Generation with Neural Variational Models Hareesh Bahuleyan DRL 16 6 0 27 Aug 2018
Anomaly Detection for Water Treatment System based on Neural Network with Automatic Architecture Optimization Dmitry Shalyga Pavel Filonov Andrey Lavrentyev 11 66 0 19 Jul 2018
Power-Grid Controller Anomaly Detection with Enhanced Temporal Deep Learning Zecheng He Aswin Raghavan Guangyuan Hu S. Chai Ruby B. Lee 26 4 0 18 Jun 2018
Learning representations for multivariate time series with missing data using Temporal Kernelized Autoencoders F. Bianchi L. Livi Karl Øyvind Mikalsen Michael C. Kampffmeyer Robert Jenssen AI4TS 30 11 0 09 May 2018
Precision and Recall for Time Series Nesime Tatbul T. Lee S. Zdonik Mejbah Alam Justin Emile Gottschlich AI4TS 20 151 0 08 Mar 2018
Detecting Spacecraft Anomalies Using LSTMs and Nonparametric Dynamic Thresholding K. Hundman V. Constantinou Christopher Laporte Ian Colwell T. Söderström AI4TS 16 1,223 0 13 Feb 2018
Using LSTM Encoder-Decoder Algorithm for Detecting Anomalous ADS-B Messages Edan Habler A. Shabtai 32 103 0 28 Nov 2017
A Multimodal Anomaly Detector for Robot-Assisted Feeding Using an LSTM-based Variational Autoencoder Daehyung Park Yuuna Hoshi Charles C. Kemp DRL 27 727 0 02 Nov 2017
Deep Learning for Unsupervised Insider Threat Detection in Structured Cybersecurity Data Streams Aaron Tuor Samuel Kaplan Brian Hutchinson Nicole Nichols Sean Robinson 25 305 0 02 Oct 2017
RNN-based Early Cyber-Attack Detection for the Tennessee Eastman Process Pavel Filonov Fedor Kitashov Andrey Lavrentyev AI4TS 16 57 0 07 Sep 2017