Unsupervised Time Series Outlier Detection with Diversity-Driven Convolutional Ensembles -- Extended Version

22 November 2021

Papers citing "Unsupervised Time Series Outlier Detection with Diversity-Driven Convolutional Ensembles -- Extended Version"

25 / 25 papers shown

Title
VISTA: Unsupervised 2D Temporal Dependency Representations for Time Series Anomaly Detection Sinchee Chin Fan Zhang Xiaochen Yang Jing-Hao Xue Wenming Yang Peng Jia Guijin Wang Luo Yingqun AI4TS 51 0 0 03 Apr 2025
Data Driven Decision Making with Time Series and Spatio-temporal Data Bin Yang Yuxuan Liang Chenjuan Guo Christian S. Jensen AI4TS 139 0 0 11 Mar 2025
Fully Automated Correlated Time Series Forecasting in Minutes Xinle Wu Xingjian Wu Dalin Zhang Miao Zhang Chenjuan Guo Bin Yang Christian S. Jensen AI4TS 31 4 0 06 Nov 2024
TEAM: Topological Evolution-aware Framework for Traffic Forecasting--Extended Version Duc Kieu Tung Kieu Peng Han Bin Yang Christian S. Jensen Bac Le AI4TS 24 1 0 24 Oct 2024
MultiRC: Joint Learning for Time Series Anomaly Prediction and Detection with Multi-scale Reconstructive Contrast Shiyan Hu Kai Zhao Xiangfei Qiu Yang Shu Jilin Hu Bin Yang Chenjuan Guo AI4TS 41 6 0 21 Oct 2024
Orca: Ocean Significant Wave Height Estimation with Spatio-temporally Aware Large Language Models Zhe Li Ronghui Xu Jilin Hu Zhong Peng Xi Lu Chenjuan Guo Bin Yang 26 4 0 29 Jul 2024
TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment Chenxi Liu Qianxiong Xu Hao Miao Sun Yang Lingzheng Zhang Cheng Long Ziyue Li Rui Zhao AI4TS 37 14 0 03 Jun 2024
Towards a General Time Series Anomaly Detector with Adaptive Bottlenecks and Dual Adversarial Decoders Qichao Shentu Beibu Li Kai Zhao Yang Shu Zhongwen Rao Lujia Pan Bin Yang Chenjuan Guo AI4TS 53 5 0 24 May 2024
QCore: Data-Efficient, On-Device Continual Calibration for Quantized Models -- Extended Version David Campos Bin Yang Tung Kieu Miao Zhang Chenjuan Guo Christian S. Jensen 39 7 0 22 Apr 2024
TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods Xiangfei Qiu Jilin Hu Lekui Zhou Xingjian Wu Junyang Du ... Chenjuan Guo Aoying Zhou Christian S. Jensen Zhenli Sheng Bin Yang AI4TS 57 62 0 29 Mar 2024
Towards Controllable Time Series Generation Yifan Bao Yihao Ang Qiang Huang Anthony K. H. Tung Zhiyong Huang DiffM 43 4 0 06 Mar 2024
TSGBench: Time Series Generation Benchmark Yihao Ang Qiang Huang Yifan Bao Anthony K. H. Tung Zhiyong Huang AI4TS 28 16 0 07 Sep 2023
A Survey of Time Series Anomaly Detection Methods in the AIOps Domain Zhenyu Zhong Qiliang Fan Jiacheng Zhang Minghua Ma Shenglin Zhang Yongqian Sun Qingwei Lin Yuzhi Zhang Dan Pei AI4TS 26 6 0 01 Aug 2023
DCdetector: Dual Attention Contrastive Representation Learning for Time Series Anomaly Detection Yiyuan Yang Chaoli Zhang Tian Zhou Qingsong Wen Liang Sun AI4TS 100 117 0 17 Jun 2023
Navigating the Metric Maze: A Taxonomy of Evaluation Metrics for Anomaly Detection in Time Series Sondre Sørbø M. Ruocco AI4TS 32 19 0 02 Mar 2023
LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation -- Extended Version David Campos Miao Zhang B. Yang Tung Kieu Chenjuan Guo Christian S. Jensen AI4TS 45 47 0 24 Feb 2023
A Pattern Discovery Approach to Multivariate Time Series Forecasting Yunyao Cheng Chenjuan Guo Kai Chen Kai Zhao B. Yang Jiandong Xie Christian S. Jensen Feiteng Huang Kai Zheng AI4TS 23 1 0 20 Dec 2022
Deep Learning for Time Series Anomaly Detection: A Survey Zahra Zamanzadeh Darban G. I. Webb Shirui Pan Charu C. Aggarwal Mahsa Salehi AI4TS 37 129 0 09 Nov 2022
Calibrated One-class Classification for Unsupervised Time Series Anomaly Detection Hongzuo Xu Yijie Wang Songlei Jian Qing Liao Yongjun Wang Guansong Pang AI4TS 21 40 0 25 Jul 2022
Triformer: Triangular, Variable-Specific Attentions for Long Sequence Multivariate Time Series Forecasting--Full Version Razvan-Gabriel Cirstea Chenjuan Guo B. Yang Tung Kieu Xuanyi Dong Shirui Pan AI4TS 29 106 0 28 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
Weakly-supervised Temporal Path Representation Learning with Contrastive Curriculum Learning -- Extended Version Sean Bin Yang Chenjuan Guo Jilin Hu B. Yang Jiangtao Tang Christian S. Jensen 23 20 0 30 Mar 2022
Towards Spatio-Temporal Aware Traffic Time Series Forecasting--Full Version Razvan-Gabriel Cirstea B. Yang Chenjuan Guo Tung Kieu Shirui Pan AI4TS 15 76 0 29 Mar 2022
AutoCTS: Automated Correlated Time Series Forecasting -- Extended Version Xinle Wu Dalin Zhang Chenjuan Guo Chaoyang He B. Yang Christian S. Jensen AI4TS 23 68 0 21 Dec 2021
Effective Approaches to Attention-based Neural Machine Translation Thang Luong Hieu H. Pham Christopher D. Manning 218 7,923 0 17 Aug 2015