A Transformer-based Framework for Multivariate Time Series Representation Learning

6 October 2020

Papers citing "A Transformer-based Framework for Multivariate Time Series Representation Learning"

46 / 46 papers shown

Title
Representation Learning of Limit Order Book: A Comprehensive Study and Benchmarking Muyao Zhong Yushi Lin Peng Yang AI4TS 46 0 0 04 May 2025
A Novel Hybrid Approach Using an Attention-Based Transformer + GRU Model for Predicting Cryptocurrency Prices Esam Mahdi C. Martin-Barreiro X. Cabezas AI4TS 26 0 0 23 Apr 2025
Integrating Quantum-Classical Attention in Patch Transformers for Enhanced Time Series Forecasting Sanjay Chakraborty Fredrik Heintz AI4TS AIFin 30 0 0 31 Mar 2025
Evaluation of (Un-)Supervised Machine Learning Methods for GNSS Interference Classification with Real-World Data Discrepancies Lucas Heublein N. Raichur Tobias Feigl Tobias Brieger Fin Heuer Lennart Asbach A. Rügamer Felix Ott 47 7 0 31 Mar 2025
dFLMoE: Decentralized Federated Learning via Mixture of Experts for Medical Data Analysis Luyuan Xie Tianyu Luan Wenyuan Cai Guochen Yan Z. Chen Nan Xi Yuejian Fang Qingni Shen Zhonghai Wu Junsong Yuan FedML 51 0 0 13 Mar 2025
Deep Learning for Time Series Forecasting: A Survey X. Kong Zhenghao Chen Weiyao Liu Kaili Ning Lechao Zhang Syauqie Muhammad Marier Yichen Liu Yuhao Chen Feng Xia AI4TS AI4CE 41 3 0 13 Mar 2025
Swarm Characteristics Classification Using Neural Networks Donald W. Peltier Isaac Kaminer Abram H. Clark Marko Orescanin 36 1 0 20 Feb 2025
Structure-preserving contrastive learning for spatial time series Yiru Jiao S. Cranenburgh Simeon C. Calvert H. Lint AI4TS 81 0 0 10 Feb 2025
Converting Time Series Data to Numeric Representations Using Alphabetic Mapping and k-mer strategy Sarwan Ali Tamkanat E. Ali I. Khan Murray Patterson AI4TS 31 0 0 31 Dec 2024
ElasTST: Towards Robust Varied-Horizon Forecasting with Elastic Time-Series Transformer Jiawen Zhang Shun Zheng Xumeng Wen Xiaofang Zhou Jiang Bian J. Li AI4TS 19 3 0 04 Nov 2024
Generalizable autoregressive modeling of time series through functional narratives Ran Liu Wenrui Ma Ellen L. Zippi Hadi Pouransari Jingyun Xiao ... Behrooz Mahasseni Juri Minxha Erdrin Azemi Eva L. Dyer Ali Moin AI4TS 15 0 0 10 Oct 2024
Transformer based time series prediction of the maximum power point for solar photovoltaic cells Palaash Agrawal Hari Om Bansal Aditya R. Gautam Om Prakash Mahela Baseem Khan AI4TS 11 12 0 24 Sep 2024
Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts X. Shi Shiyu Wang Yuqi Nie Dianqi Li Zhou Ye Qingsong Wen Ming Jin AI4TS 32 24 0 24 Sep 2024
Multiple-Resolution Tokenization for Time Series Forecasting with an Application to Pricing Egon Persak Miguel F. Anjos Sebastian Lautz Aleksandar Kolev AI4TS 23 0 0 03 Jul 2024
Attention Meets UAVs: A Comprehensive Evaluation of DDoS Detection in Low-Cost UAVs Ashish Sharma Svsln Surya Suhas Vaddhiparthy Sai Usha Goparaju Deepak Gangadharan Harikumar Kandath 16 0 0 28 Jun 2024
CUPID: Improving Battle Fairness and Position Satisfaction in Online MOBA Games with a Re-matchmaking System Ge Fan Chaoyun Zhang Kai Wang Yingjie Li Junyang Chen Zenglin Xu 23 1 0 28 Jun 2024
Capturing Temporal Components for Time Series Classification Venkata Ragavendra Vavilthota Ranjith Ramanathan Sathyanarayanan N. Aakur 20 0 0 20 Jun 2024
TwinS: Revisiting Non-Stationarity in Multivariate Time Series Forecasting Jiaxi Hu Qingsong Wen Sijie Ruan Li Liu Yuxuan Liang AI4TS 24 5 0 06 Jun 2024
TempoScale: A Cloud Workloads Prediction Approach Integrating Short-Term and Long-Term Information Linfeng Wen Minxian Xu A. N. Toosi Kejiang Ye AI4TS 34 1 0 21 May 2024
SoMeR: Multi-View User Representation Learning for Social Media Siyi Guo Keith Burghardt Valeria Pante Kristina Lerman AI4TS 13 0 0 02 May 2024
UNITS: A Unified Multi-Task Time Series Model Shanghua Gao Teddy Koker Owen Queen Thomas Hartvigsen Theodoros Tsiligkaridis Marinka Zitnik AI4TS 29 15 0 29 Feb 2024
TEE4EHR: Transformer Event Encoder for Better Representation Learning in Electronic Health Records Hojjat Karami David Atienza Anisoara Ionescu AI4TS 15 1 0 09 Feb 2024
Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models Weijiao Zhang Jindong Han Zhao Xu Hang Ni Hao Liu Hui Xiong Hui Xiong AI4CE 77 14 0 30 Jan 2024
Automatically Detecting Confusion and Conflict During Collaborative Learning Using Linguistic, Prosodic, and Facial Cues Yingbo Ma Yukyeong Song Mehmet Celepkolu K. Boyer Eric Wiebe Collin F. Lynch Maya Israel 19 2 0 26 Jan 2024
Jointly Modeling Spatio-Temporal Features of Tactile Signals for Action Classification Jimmy Lin Junkai Li Jiasi Gao Weizhi Ma Yang Liu 10 0 0 21 Jan 2024
Curriculum Design Helps Spiking Neural Networks to Classify Time Series Chenxi Sun Hongyan Li Moxian Song Derun Can linda Qiao 22 0 0 26 Dec 2023
Self-supervised Machine Learning Based Approach to Orbit Modelling Applied to Space Traffic Management Emma Stevenson V. Rodríguez-Fernández H. Urrutxua Vincent Morand David Camacho SSL 6 3 0 11 Dec 2023
Unsupervised Multi-modal Feature Alignment for Time Series Representation Learning Cheng Liang Donghua Yang Zhiyu Liang Hongzhi Wang Zheng Liang Xiyang Zhang Jianfeng Huang AI4TS 43 1 0 09 Dec 2023
Monitoring Sustainable Global Development Along Shared Socioeconomic Pathways Michelle W.L. Wan Jeffrey N Clark Edward A. Small Elena Fillola Mayoral Raúl Santos-Rodríguez 8 0 0 07 Dec 2023
Series2Vec: Similarity-based Self-supervised Representation Learning for Time Series Classification Navid Mohammadi Foumani Chang Wei Tan Geoffrey I. Webb Hamid Rezatofighi Mahsa Salehi SSL AI4TS 13 4 0 07 Dec 2023
Multi-Scale and Multi-Modal Contrastive Learning Network for Biomedical Time Series Hongbo Guo Xinzi Xu Hao Wu Guoxing Wang AI4TS 8 1 0 06 Dec 2023
Wearable data from subjects playing Super Mario, sitting university exams, or performing physical exercise help detect acute mood episodes via self-supervised learning F. Corponi Bryan M. Li G. Anmella Clàudia Valenzuela-Pascual Ariadna Mas ... Allan H Young S. Lawrie H. Whalley D. Hidalgo-Mazzei Antonio Vergari 6 0 0 07 Nov 2023
P-Transformer: A Prompt-based Multimodal Transformer Architecture For Medical Tabular Data Y. Ruan Xiang Lan Daniel J. Tan H. Abdullah Mengling Feng LMTD MedIm 23 1 0 30 Mar 2023
Dynamic Sparse Network for Time Series Classification: Learning What to "see'' Qiao Xiao Boqian Wu Yu Zhang Shiwei Liu Mykola Pechenizkiy Elena Mocanu D. Mocanu AI4TS 19 28 0 19 Dec 2022
TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis Haixu Wu Teng Hu Yong Liu Hang Zhou Jianmin Wang Mingsheng Long AI4TS AIFin 19 687 0 05 Oct 2022
Connecting Surrogate Safety Measures to Crash Probablity via Causal Probabilistic Time Series Prediction Jiajian Lu Offer Grembek M. Hansen AI4TS 14 0 0 04 Oct 2022
FeatureBox: Feature Engineering on GPUs for Massive-Scale Ads Systems Weijie Zhao Xuewu Jiao Xinsheng Luo Jingxue Li Belhal Karimi Ping Li 20 2 0 26 Sep 2022
W-Transformers : A Wavelet-based Transformer Framework for Univariate Time Series Forecasting Zakaria Elabid Tanujit Chakraborty Abdenour Hadid AI4TS 19 20 0 08 Sep 2022
Intrinsic Anomaly Detection for Multi-Variate Time Series Stephan Rabanser Tim Januschowski Kashif Rasul Oliver Borchert Richard Kurle Jan Gasthaus Michael Bohlke-Schneider Nicolas Papernot Valentin Flunkert AI4TS 15 4 0 29 Jun 2022
MAD: Self-Supervised Masked Anomaly Detection Task for Multivariate Time Series Yiwei Fu Feng Xue AI4TS 8 15 0 04 May 2022
Domain Adaptation for Time-Series Classification to Mitigate Covariate Shift Felix Ott David Rügamer Lucas Heublein Bernd Bischl Christopher Mutschler OOD TTA AI4TS 23 31 0 07 Apr 2022
CaSS: A Channel-aware Self-supervised Representation Learning Framework for Multivariate Time Series Classification Yijiang Chen Xiangdong Zhou Zhen Xing Zhidan Liu Minyang Xu AI4TS SSL 8 5 0 08 Mar 2022
Assessing the State of Self-Supervised Human Activity Recognition using Wearables H. Haresamudram Irfan Essa Thomas Plötz SSL 17 84 0 22 Feb 2022
Unsupervised Time-Series Representation Learning with Iterative Bilinear Temporal-Spectral Fusion Ling Yang linda Qiao AI4TS 14 119 0 08 Feb 2022
Signal Transformer: Complex-valued Attention and Meta-Learning for Signal Recognition Yihong Dong Ying Peng Muqiao Yang Songtao Lu Qingjiang Shi 32 8 0 05 Jun 2021
InceptionTime: Finding AlexNet for Time Series Classification Hassan Ismail Fawaz Benjamin Lucas Germain Forestier Charlotte Pelletier Daniel F. Schmidt J. Weber Geoffrey I. Webb L. Idoumghar Pierre-Alain Muller Franccois Petitjean AI4TS 85 1,058 0 11 Sep 2019