A review on outlier/anomaly detection in time series data

11 February 2020

Papers citing "A review on outlier/anomaly detection in time series data"

50 / 137 papers shown

Title
Quantum Autoencoder for Multivariate Time Series Anomaly Detection Kilian Tscharke Maximilian Wendlinger Afrae Ahouzi Pallavi Bhardwaj Kaweh Amoi-Taleghani Michael Schrödl-Baumann Pascal Debus 24 0 0 24 Apr 2025
DConAD: A Differencing-based Contrastive Representation Learning Framework for Time Series Anomaly Detection W. Zhang X. Lin Wenjun Yu Guangzhen Yao jingxiang Zhong Y. Li Renda Han Songcheng Xu Hao Shi Cuicui Luo AI4TS 31 0 0 19 Apr 2025
iADCPS: Time Series Anomaly Detection for Evolving Cyber-physical Systems via Incremental Meta-learning Jiyu Tian Mingchu Li Liming Chen Z. Wang AI4TS 21 0 0 06 Apr 2025
Foundation Models for Environmental Science: A Survey of Emerging Frontiers Runlong Yu Shengyu Chen Yiqun Xie Huaxiu Yao J. Willard X. Jia AI4CE 33 1 0 05 Apr 2025
Adaptive Classification of Interval-Valued Time Series Wan Tian Zhongfeng Qin AI4TS 39 1 0 04 Apr 2025
Detection of Anomalous Vehicular Traffic and Sensor Failures Using Data Clustering Techniques Davide Moretti Elia Onofri E. Cristiani 44 0 0 01 Apr 2025
Revisiting Backdoor Attacks on Time Series Classification in the Frequency Domain Y. Huang Mi Zhang Z. Wang Wenxuan Li Min Yang AAML AI4TS 59 0 0 12 Mar 2025
A Survey of Foundation Models for Environmental Science Runlong Yu Shengyu Chen Yiqun Xie X. Jia AI4CE 61 1 0 05 Mar 2025
Tighten The Lasso: A Convex Hull Volume-based Anomaly Detection Method Uri Itai Asael Bar Ilan Teddy Lazebnik 65 1 0 25 Feb 2025
VUS: Effective and Efficient Accuracy Measures for Time-Series Anomaly Detection Paul Boniol Ashwin K. Krishna Marine Bruel Qinghua Liu Mingyi Huang Themis Palpanas Ruey S. Tsay Aaron J. Elmore Michael Franklin John Paparrizos AI4TS 49 0 0 20 Feb 2025
A systematic data characteristic understanding framework towards physical-sensor big data challenges Zhipeng Ma Bo Nørregaard Jørgensen Z. Ma AI4CE 48 6 0 22 Jan 2025
TAD-Bench: A Comprehensive Benchmark for Embedding-Based Text Anomaly Detection Yang Cao Sikun Yang Chen Li Haolong Xiang Lianyong Qi Bo Liu Rongsheng Li Ming Liu 49 0 0 21 Jan 2025
4.5 Million (Suspected) Fake Stars in GitHub: A Growing Spiral of Popularity Contests, Scams, and Malware Hao He Haoqin Yang Philipp Burckhardt A. Kapravelos Bogdan Vasilescu Christian Kastner 72 3 0 18 Dec 2024
Real-time and Downtime-tolerant Fault Diagnosis for Railway Turnout Machines (RTMs) Empowered with Cloud-Edge Pipeline Parallelism Fan Wu Muhammad Bilal Haolong Xiang Heng Wang Jinjun Yu Xiaolong Xu 35 0 0 04 Nov 2024
See it, Think it, Sorted: Large Multimodal Models are Few-shot Time Series Anomaly Analyzers Jiaxin Zhuang Leon Yan Zhenwei Zhang Ruiqi Wang Jiawei Zhang Yuantao Gu AI4TS 31 8 0 04 Nov 2024
Temporal Convolution-based Hybrid Model Approach with Representation Learning for Real-Time Acoustic Anomaly Detection Sahan Dissanayaka Manjusri Wickramasinghe Pasindu Marasinghe 25 0 0 25 Oct 2024
Context-Aware Trajectory Anomaly Detection Haoji Hu Jina Kim Jinwei Zhou Sofia Kirsanova JangHyeon Lee Yao-Yi Chiang 22 0 0 24 Oct 2024
Abnormality Forecasting: Time Series Anomaly Prediction via Future Context Modeling Sinong Zhao Wenrui Wang Hongzuo Xu Zhaoyang Yu Qingsong Wen Gang Wang Xiaoguang Liu Guansong Pang AI4TS 23 0 0 16 Oct 2024
Sharing without Showing: Secure Cloud Analytics with Trusted Execution Environments Marcus Birgersson Cyrille Artho Musard Balliu FedML 21 0 0 14 Oct 2024
A Systematic Review of Edge Case Detection in Automated Driving: Methods, Challenges and Future Directions Saeed Rahmani Sabine Rieder Erwin de Gelder Marcel Sonntag Jorge Lorente Mallada Sytze Kalisvaart Vahid Hashemi Simeon C. Calvert 39 0 0 11 Oct 2024
Applying Quantum Autoencoders for Time Series Anomaly Detection Robin Frehner Kurt Stockinger AI4TS 22 0 0 05 Oct 2024
Forest Proximities for Time Series Ben Shaw Jake S. Rhodes Soukaina Filali Boubrahimi Kevin R. Moon AI4TS 31 0 0 04 Oct 2024
Advancing RVFL networks: Robust classification with the HawkEye loss function M. Akhtar Ritik Mishra M. Tanveer Mohd. Arshad AAML 21 0 0 01 Oct 2024
OML-AD: Online Machine Learning for Anomaly Detection in Time Series Data Sebastian Wette Florian Heinrichs AI4TS 22 1 0 15 Sep 2024
A Survey of Anomaly Detection in In-Vehicle Networks Ovgu Ozdemir M. Tuğberk İşyapar Pınar Karagöz Klaus Werner Schmidt Demet Demir N. A. Karagoz 23 0 0 11 Sep 2024
Benchmarking Counterfactual Interpretability in Deep Learning Models for Time Series Classification Ziwen Kan Shahbaz Rezaei Xin Liu BDL AI4TS 32 0 0 22 Aug 2024
Online Model-based Anomaly Detection in Multivariate Time Series: Taxonomy, Survey, Research Challenges and Future Directions Lucas Correia Jan-Christoph Goos Philipp Klein Thomas Bäck Anna V. Kononova AI4TS 51 3 0 07 Aug 2024
ModeConv: A Novel Convolution for Distinguishing Anomalous and Normal Structural Behavior Melanie Schaller Daniel Schlor Andreas Hotho 23 3 0 28 Jun 2024
Enhanced Anomaly Detection in Automotive Systems Using SAAD: Statistical Aggregated Anomaly Detection Dacian Goina Eduard Hogea George Matieş 26 0 0 11 Jun 2024
Root Cause Analysis of Outliers with Missing Structural Knowledge Nastaran Okati Sergio Hernan Garrido Mejia William Orchard Patrick Blöbaum Dominik Janzing 25 2 0 07 Jun 2024
AdaWaveNet: Adaptive Wavelet Network for Time Series Analysis Han Yu Peikun Guo Akane Sano AI4TS 32 0 0 17 May 2024
Networking Systems for Video Anomaly Detection: A Tutorial and Survey Jing Liu Yang Liu Jieyu Lin Jielin Li Peng Sun Bo Hu Liang Song Azzedine Boukerche Victor C.M. Leung Victor C.M. Leung 43 10 0 16 May 2024
Persistent homology of featured time series data and its applications Eunwoo Heo Jae-Hun Jung 35 0 0 08 May 2024
Position: Quo Vadis, Unsupervised Time Series Anomaly Detection? M. Sarfraz Mei-Yen Chen Lukas Layer Kunyu Peng Marios Koulakis 35 3 0 04 May 2024
Warped Time Series Anomaly Detection Charlotte Lacoquelle Xavier Pucel Louise Travé-Massuyes Axel Reymonet Benoit Enaux AI4TS 27 0 0 18 Apr 2024
Explainable Online Unsupervised Anomaly Detection for Cyber-Physical Systems via Causal Discovery from Time Series Daniele Meli AI4TS 28 1 0 15 Apr 2024
AI for DevSecOps: A Landscape and Future Opportunities Michael Fu Jirat Pasuksmit C. Tantithamthavorn 35 6 0 07 Apr 2024
Heterogeneous Contrastive Learning for Foundation Models and Beyond Lecheng Zheng Baoyu Jing Zihao Li Hanghang Tong Jingrui He VLM 36 19 0 30 Mar 2024
Castor: Competing shapelets for fast and accurate time series classification Isak Samsten Zed Lee AI4TS 24 0 0 19 Mar 2024
Privacy Preserving Anomaly Detection on Homomorphic Encrypted Data from IoT Sensors A. Hangan Dragos Lazea T. Cioara 19 0 0 14 Mar 2024
Unsupervised Distance Metric Learning for Anomaly Detection Over Multivariate Time Series Hanyang Yuan Qinglin Cai Keting Yin AI4TS 27 0 0 04 Mar 2024
FGAD: Self-boosted Knowledge Distillation for An Effective Federated Graph Anomaly Detection Framework Jinyu Cai Yunhe Zhang Zhoumin Lu Wenzhong Guo See-kiong Ng FedML 39 2 0 20 Feb 2024
A Temporally Disentangled Contrastive Diffusion Model for Spatiotemporal Imputation Yakun Chen Kaize Shi Zhangkai Wu Juan Chen Xianzhi Wang Julian McAuley Guandong Xu Shui Yu DiffM 44 3 0 18 Feb 2024
RobustTSF: Towards Theory and Design of Robust Time Series Forecasting with Anomalies Hao Cheng Qingsong Wen Yang Liu Liang Sun OOD AI4TS 13 5 0 03 Feb 2024
DACR: Distribution-Augmented Contrastive Reconstruction for Time-Series Anomaly Detection Lixu Wang Shichao Xu Xinyu Du Qi Zhu 27 1 0 20 Jan 2024
IGNITE: Individualized GeNeration of Imputations in Time-series Electronic health records Ghadeer O. Ghosheh Jin Li Tingting Zhu 29 1 0 09 Jan 2024
Outlier Ranking in Large-Scale Public Health Streams Ananya Joshi Tina Townes Nolan Gormley Luke Neureiter Roni Rosenfeld Bryan Wilder LM&MA AI4TS 31 0 0 02 Jan 2024
Entropy Causal Graphs for Multivariate Time Series Anomaly Detection F. Febrinanto Kristen Moore Chandra Thapa Mujie Liu Vidya Saikrishna Jiangang Ma Feng Xia CML 25 2 0 15 Dec 2023
Fault Detection in Telecom Networks using Bi-level Federated Graph Neural Networks Rémi Bourgerie Tahar Zanouda 20 4 0 24 Nov 2023
GATGPT: A Pre-trained Large Language Model with Graph Attention Network for Spatiotemporal Imputation Yakun Chen Xianzhi Wang Guandong Xu AI4TS 28 28 0 24 Nov 2023