Time Series Data Imputation: A Survey on Deep Learning Approaches

23 November 2020

Papers citing "Time Series Data Imputation: A Survey on Deep Learning Approaches"

25 / 25 papers shown

Title
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
Foundation Models for Time Series: A Survey Siva Rama Krishna Kottapalli Karthik Hubli Sandeep Chandrashekhara Garima Jain Sunayana Hubli Gayathri Botla Ramesh Doddaiah AI4TS AI4CE 27 0 0 05 Apr 2025
Early Prediction of Causes (not Effects) in Healthcare by Long-Term Clinical Time Series Forecasting Michael Staniek Marius Fracarolli Michael Hagmann Stefan Riezler OOD AI4TS 21 1 0 07 Aug 2024
Higher-order Spatio-temporal Physics-incorporated Graph Neural Network for Multivariate Time Series Imputation Guojun Liang Prayag Tiwari Slawomir Nowaczyk Stefan Byttner AI4TS AI4CE 55 3 0 16 May 2024
Deep Learning for Multivariate Time Series Imputation: A Survey Jun Wang Wenjie Du Wei Cao Keli Zhang Wenjia Wang Yuxuan Liang Qingsong Wen Yuxuan Liang Qingsong Wen AI4TS BDL SyDa 45 38 0 06 Feb 2024
Knowledge Enhanced Conditional Imputation for Healthcare Time-series Linglong Qian Zina Ibrahim Hugh Logan Ellis Ao Zhang Yuezhou Zhang Tao Wang Richard J. B. Dobson AI4TS 26 2 0 27 Dec 2023
Comparative Analysis of Transformers for Modeling Tabular Data: A Casestudy using Industry Scale Dataset Usneek Singh Piyush Arora Shamika Ganesan Mohit Kumar Siddhant Kulkarni Salil R. Joshi 51 2 0 24 Nov 2023
TACTiS-2: Better, Faster, Simpler Attentional Copulas for Multivariate Time Series Arjun Ashok Étienne Marcotte Valentina Zantedeschi Nicolas Chapados Alexandre Drouin AI4TS 24 11 0 02 Oct 2023
BayOTIDE: Bayesian Online Multivariate Time series Imputation with functional decomposition Shikai Fang Qingsong Wen Yingtao Luo Shandian Zhe Liang Sun AI4TS 14 5 0 28 Aug 2023
Using Autoencoders and AutoDiff to Reconstruct Missing Variables in a Set of Time Series Jan-Philipp Roche Oliver Niggemann J. Friebe 11 2 0 21 Aug 2023
A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection Ming Jin Huan Yee Koh Qingsong Wen Daniele Zambon C. Alippi G. I. Webb Irwin King Shirui Pan AI4TS AI4CE 41 143 0 07 Jul 2023
ImDiffusion: Imputed Diffusion Models for Multivariate Time Series Anomaly Detection Yuhang Chen C. Zhang Minghua Ma Yudong Liu Ruomeng Ding Bo-wen Li Shilin He Saravan Rajmohan Qingwei Lin Dongmei Zhang DiffM 14 47 0 03 Jul 2023
Networked Time Series Imputation via Position-aware Graph Enhanced Variational Autoencoders Dingsu Wang Yuchen Yan Ruizhong Qiu Yada Zhu Kaiyu Guan A. Margenot Hanghang Tong AI4TS 35 28 0 29 May 2023
A robust deep learning-based damage identification approach for SHM considering missing data Fan Deng Xiaoming Tao Pengxiang Wei Shiyin Wei 22 13 0 31 Mar 2023
Deep Imputation of Missing Values in Time Series Health Data: A Review with Benchmarking Maksims Kazijevs Manar D. Samad BDL AI4TS 30 32 0 10 Feb 2023
Multistage Large Segment Imputation Framework Based on Deep Learning and Statistic Metrics Jinsheng Yang Yuanhai Shao Chunna Li Wen-Si Wang AI4TS 11 0 0 22 Sep 2022
Diffusion-based Time Series Imputation and Forecasting with Structured State Space Models Juan Miguel Lopez Alcaraz Nils Strodthoff DiffM 28 167 0 19 Aug 2022
HyperTime: Implicit Neural Representation for Time Series Elizabeth Fons Alejandro Sztrajman Yousef El-Laham Alexandros Iosifidis Svitlana Vyetrenko AI4TS 27 20 0 11 Aug 2022
Convolutional Neural Networks for Time-dependent Classification of Variable-length Time Series Azusa Sawada Taiki Miyagawa Akinori F. Ebihara S. Yachida Toshinori Hosoi AI4TS 16 2 0 08 Jul 2022
Time Series Generation with Masked Autoencoder Meng-yue Zha SiuTim Wong Mengqi Liu Tong Zhang Kani Chen SyDa AI4TS 27 17 0 14 Jan 2022
DeepFIB: Self-Imputation for Time Series Anomaly Detection Minhao Liu Zhijian Xu Qiang Xu AI4TS 14 4 0 12 Dec 2021
Graph-Guided Network for Irregularly Sampled Multivariate Time Series Xiang Zhang M. Zeman Theodoros Tsiligkaridis Marinka Zitnik MLAU AI4TS 32 106 0 11 Oct 2021
Time Series Prediction using Deep Learning Methods in Healthcare M. Morid O. R. Sheng Josef A. Dunbar OOD AI4TS 19 106 0 30 Aug 2021
Online Mobile App Usage as an Indicator of Sleep Behavior and Job Performance Chunjong Park Morelle S. Arian Xin Liu Leon Sasson Jeffrey Kahn Shwetak N. Patel Alex Mariakakis Tim Althoff 21 3 0 24 Feb 2021
Recurrent Neural Networks for Multivariate Time Series with Missing Values Zhengping Che S. Purushotham Kyunghyun Cho David Sontag Yan Liu AI4TS 207 1,897 0 06 Jun 2016