Detecting Spacecraft Anomalies Using LSTMs and Nonparametric Dynamic Thresholding

13 February 2018

Papers citing "Detecting Spacecraft Anomalies Using LSTMs and Nonparametric Dynamic Thresholding"

50 / 271 papers shown

Title
Diverse Counterfactual Explanations for Anomaly Detection in Time Series Deborah Sulem Michele Donini Muhammad Bilal Zafar François-Xavier Aubet Jan Gasthaus Tim Januschowski Sanjiv Ranjan Das K. Kenthapadi Cédric Archambeau AAML 35 10 0 21 Mar 2022
A Review of Open Source Software Tools for Time Series Analysis Yunus Parvej Faniband I. Ishak S. M. Sait AI4TS 32 6 0 10 Mar 2022
TiSAT: Time Series Anomaly Transformer Keval Doshi Shatha Abudalou Yasin Yılmaz AI4TS 32 16 0 10 Mar 2022
Anomaly Detection for Unmanned Aerial Vehicle Sensor Data Using a Stacked Recurrent Autoencoder Method with Dynamic Thresholding Victoria Bell D. Rengasamy Benjamin Rothwell Grazziela Figueredo 11 7 0 09 Mar 2022
Model-free feature selection to facilitate automatic discovery of divergent subgroups in tabular data G. Tadesse William Ogallo C. Cintas Skyler Speakman 22 4 0 08 Mar 2022
Regional-Local Adversarially Learned One-Class Classifier Anomalous Sound Detection in Global Long-Term Space Yuyang Sha J. Faber S. Gou Bonnie M. Liu Wei Li ... T. Steckenreiter D. Vnucec Nadine Wetzstein A. Widl Kai Zhou AAML 33 6 0 26 Feb 2022
Recurrent Auto-Encoder With Multi-Resolution Ensemble and Predictive Coding for Multivariate Time-Series Anomaly Detection Heejeong Choi Subin Kim Pilsung Kang AI4TS 19 4 0 21 Feb 2022
Deep Generative model with Hierarchical Latent Factors for Time Series Anomaly Detection Cristian Challu Peihong Jiang Ying Nian Wu Laurent Callot BDL AI4TS 19 25 0 15 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 16 6 0 10 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 40 18 0 08 Feb 2022
Unsupervised Time-Series Representation Learning with Iterative Bilinear Temporal-Spectral Fusion Ling Yang linda Qiao AI4TS 30 119 0 08 Feb 2022
Time-Series Anomaly Detection with Implicit Neural Representation Kyeong-Joong Jeong Yong-Min Shin BDL AI4TS 49 15 0 28 Jan 2022
TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data Shreshth Tuli G. Casale N. Jennings AI4TS 28 474 0 18 Jan 2022
Online Time Series Anomaly Detection with State Space Gaussian Processes Christian Bock Franccois-Xavier Aubet Jan Gasthaus Andrey Kan Ming Chen Laurent Callot AI4TS 21 7 0 18 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 39 5 0 13 Jan 2022
Sparsity-based Feature Selection for Anomalous Subgroup Discovery G. Tadesse William Ogallo C. Wanjiru C. Wachira I. Mulang' V. Anand Aisha Walcott-Bryant Skyler Speakman 14 0 0 06 Jan 2022
Monte Carlo EM for Deep Time Series Anomaly Detection François-Xavier Aubet Daniel Zügner Jan Gasthaus AI4TS 31 5 0 29 Dec 2021
Speedup deep learning models on GPU by taking advantage of efficient unstructured pruning and bit-width reduction Marcin Pietroñ Dominik Zurek 30 13 0 28 Dec 2021
A Multi-View Framework for BGP Anomaly Detection via Graph Attention Network Songtao Peng Jiaqi Nie Xincheng Shu Zhongyuan Ruan Lei Wang Yunxuan Sheng Qi Xuan AI4TS 25 20 0 23 Dec 2021
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
DeepFIB: Self-Imputation for Time Series Anomaly Detection Minhao Liu Zhijian Xu Qiang Xu AI4TS 27 4 0 12 Dec 2021
MTV: Visual Analytics for Detecting, Investigating, and Annotating Anomalies in Multivariate Time Series Dongyu Liu Sarah Alnegheimish Alexandra Zytek K. Veeramachaneni AI4TS 27 20 0 10 Dec 2021
Fast and scalable neuroevolution deep learning architecture search for multivariate anomaly detection Marcin Pietroñ Dominik Zurek Kamil Faber R. Corizzo 30 4 0 10 Dec 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 19 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 Transformer: Time Series Anomaly Detection with Association Discrepancy Jiehui Xu Haixu Wu Jianmin Wang Mingsheng Long AI4TS 28 478 0 06 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 51 224 0 23 Sep 2021
Merlion: A Machine Learning Library for Time Series Aadyot Bhatnagar Paul Kassianik Chenghao Liu Tian-Shing Lan Wenzhuo Yang ... Yingbo Zhou Caiming Xiong Silvio Savarese Guosheng Lin Huan Wang AI4TS 27 34 0 20 Sep 2021
Towards a Rigorous Evaluation of Time-series Anomaly Detection Siwon Kim K. Choi Hyun-Soo Choi Byunghan Lee Sungroh Yoon AI4TS 89 148 0 11 Sep 2021
Graph-based Incident Aggregation for Large-Scale Online Service Systems Zhuangbin Chen Jinyang Liu Yuxin Su Hongyu Zhang Xuemin Wen Xiao Ling Yongqiang Yang M. Lyu 14 20 0 27 Aug 2021
Federated Variational Learning for Anomaly Detection in Multivariate Time Series Kai Zhang Yushan Jiang Lee M. Seversky Chengtao Xu Dahai Liu Haoze Song AI4TS 14 26 0 18 Aug 2021
Weakly Supervised Temporal Anomaly Segmentation with Dynamic Time Warping Dongha Lee Sehun Yu Hyunjun Ju Hwanjo Yu 14 13 0 15 Aug 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 41 8 0 15 Aug 2021
VBridge: Connecting the Dots Between Features and Data to Explain Healthcare Models Furui Cheng Dongyu Liu F. Du Yanna Lin Alexandra Zytek Haomin Li Huamin Qu K. Veeramachaneni 24 37 0 04 Aug 2021
Discovering outliers in the Mars Express thermal power consumption patterns Matej Petković L. Lucas Tomaz Stepisnik P. Panov Nikola Simidjievski D. Kocev 13 1 0 04 Aug 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
Pastprop-RNN: improved predictions of the future by correcting the past A. M. Baptista Yassine Baghoussi Carlos Soares João Mendes-Moreira Miguel Arantes AI4TS 29 2 0 25 Jun 2021
Pre-treatment of outliers and anomalies in plant data: Methodology and case study of a Vacuum Distillation Unit Kamil Oster S. Güttel J. L. Shapiro Lu Chen M. Jobson 18 2 0 17 Jun 2021
Time Series Anomaly Detection for Cyber-Physical Systems via Neural System Identification and Bayesian Filtering Cheng Feng Pengwei Tian AI4TS 22 75 0 15 Jun 2021
Graph Neural Network-Based Anomaly Detection in Multivariate Time Series Ailin Deng Bryan Hooi AI4TS 30 848 0 13 Jun 2021
HIFI: Anomaly Detection for Multivariate Time Series with High-order Feature Interactions Liwei Deng Xuanhao Chen Yan Zhao Kai Zheng 23 6 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 20 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 28 332 0 08 Apr 2021
AQEyes: Visual Analytics for Anomaly Detection and Examination of Air Quality Data Dongyu Liu K. Veeramachaneni Alexander Geiger V. Li Huamin Qu 15 9 0 24 Mar 2021
Artificial Intelligence for Satellite Communication: A Review Fares Fourati Mohamed-Slim Alouini 40 108 0 25 Jan 2021
NVAE-GAN Based Approach for Unsupervised Time Series Anomaly Detection Liang Xu Liying Zheng Weijun Li Zhenbo Chen Weishun Song Yue Deng Yongzhe Chang Jing Xiao Bo Yuan AI4TS 29 9 0 08 Jan 2021
Anomaly Detection in a Large-scale Cloud Platform M. S. Islam William Pourmajidi Lei Zhang John Steinbacher Tony Erwin A. Miranskyy 14 28 0 21 Oct 2020
Online Anomaly Detection in Surveillance Videos with Asymptotic Bounds on False Alarm Rate Keval Doshi Y. Yilmaz 29 92 0 10 Oct 2020
Current Time Series Anomaly Detection Benchmarks are Flawed and are Creating the Illusion of Progress R. Wu Eamonn J. Keogh AI4TS 32 199 0 29 Sep 2020