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2102.03340
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NRTSI: Non-Recurrent Time Series Imputation
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021
5 February 2021
Siyuan Shan
Yang Li
Junier B. Oliva
AI4TS
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Papers citing
"NRTSI: Non-Recurrent Time Series Imputation"
26 / 26 papers shown
MTM: A Multi-Scale Token Mixing Transformer for Irregular Multivariate Time Series Classification
Shuhan Zhong
Weipeng Zhuo
Sizhe Song
Guanyao Li
Zhongyi Yu
Shueng-Han Gary Chan
AI4TS
176
0
0
22 Sep 2025
STDiff: A State Transition Diffusion Framework for Time Series Imputation in Industrial Systems
Gary Simethy
D. O. Arroyo
Petar Durdevic
DiffM
AI4CE
265
0
0
26 Aug 2025
ImputeINR: Time Series Imputation via Implicit Neural Representations for Disease Diagnosis with Missing Data
International Joint Conference on Artificial Intelligence (IJCAI), 2025
Mengxuan Li
Ke Liu
Jialong Guo
Jiajun Bu
Hongwei Wang
Haishuai Wang
AI4TS
267
5
0
16 May 2025
PIAD-SRNN: Physics-Informed Adaptive Decomposition in State-Space RNN
Ahmad Mohammadshirazi
Ali Nosratifiroozsalari
R. Ramnath
AI4TS
321
0
0
01 Dec 2024
Pedestrian Trajectory Prediction with Missing Data: Datasets, Imputation, and Benchmarking
Neural Information Processing Systems (NeurIPS), 2024
Pranav Singh Chib
Pravendra Singh
AI4TS
382
11
0
31 Oct 2024
SSD-TS: Exploring the Potential of Linear State Space Models for Diffusion Models in Time Series Imputation
Knowledge Discovery and Data Mining (KDD), 2024
Hongfan Gao
Wangmeng Shen
Xiangfei Qiu
Ronghui Xu
Jilin Hu
B. Yang
393
6
0
17 Oct 2024
Towards Cost Sensitive Decision Making
International Conference on Artificial Intelligence and Statistics (AISTATS), 2024
Yang Li
Junier Oliva
OffRL
218
2
0
04 Oct 2024
Trajectory Imputation in Multi-Agent Sports with Derivative-Accumulating Self-Ensemble
Han-Jun Choi
Hyunsung Kim
Minho Lee
Chang Jo Kim
Chang Jo Kim
Jinsung Yoon
Sang-Ki Ko
334
0
0
20 Aug 2024
GinAR: An End-To-End Multivariate Time Series Forecasting Model Suitable for Variable Missing
Knowledge Discovery and Data Mining (KDD), 2024
Chengqing Yu
Fei Wang
Zezhi Shao
Tangwen Qian
Zhao Zhang
Wei Wei
Yongjun Xu
AI4CE
366
52
0
18 May 2024
CASPER: Causality-Aware Spatiotemporal Graph Neural Networks for Spatiotemporal Time Series Imputation
International Conference on Information and Knowledge Management (CIKM), 2024
Baoyu Jing
Dawei Zhou
Kan Ren
Carl Yang
CML
AI4TS
408
22
0
18 Mar 2024
Deep Learning for Multivariate Time Series Imputation: A Survey
International Joint Conference on Artificial Intelligence (IJCAI), 2024
Jun Wang
Wenjie Du
Yiyuan Yang
Linglong Qian
Wei Cao
Yuxuan Liang
Wenjia Wang
Yuxuan Liang
Qingsong Wen
AI4TS
SyDa
BDL
496
108
0
06 Feb 2024
Learnable Prompt as Pseudo-Imputation: Rethinking the Necessity of Traditional EHR Data Imputation in Downstream Clinical Prediction
Weibin Liao
Yinghao Zhu
Zixiang Wang
Xu Chu
Yasha Wang
Liantao Ma
Yasha Wang
Liantao Ma
328
2
0
30 Jan 2024
Continuous-time Autoencoders for Regular and Irregular Time Series Imputation
Hyowon Wi
Yehjin Shin
Noseong Park
BDL
AI4TS
534
12
0
27 Dec 2023
CSAI: Conditional Self-Attention Imputation for Healthcare Time-series
Linglong Qian
Joseph Arul Raj
Hugh Logan Ellis
Ao Zhang
Yuezhou Zhang
Tao Wang
Richard J. B. Dobson
Zina Ibrahim
AI4TS
376
2
0
27 Dec 2023
ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation
Knowledge Discovery and Data Mining (KDD), 2023
Tong Nie
Guoyang Qin
Wei Ma
Yuewen Mei
Jiangming Sun
AI4TS
AI4CE
437
91
0
04 Dec 2023
Correlated Attention in Transformers for Multivariate Time Series
Quang Minh Nguyen
Lam M. Nguyen
Subhro Das
AI4TS
217
6
0
20 Nov 2023
Phoneme Hallucinator: One-shot Voice Conversion via Set Expansion
AAAI Conference on Artificial Intelligence (AAAI), 2023
Siyuan Shan
Yang Li
A. Banerjee
Junier B. Oliva
194
12
0
11 Aug 2023
An End-to-End Time Series Model for Simultaneous Imputation and Forecast
Trang H. Tran
Lam M. Nguyen
K. Yeo
Nam H. Nguyen
Dzung Phan
Roman Vaculin
Jayant Kalagnanam
SyDa
BDL
AI4TS
241
5
0
01 Jun 2023
Understand Legal Documents with Contextualized Large Language Models
Xin Jin
Yuchen Wang
ELM
AILaw
342
8
0
21 Mar 2023
Multistage Large Segment Imputation Framework Based on Deep Learning and Statistic Metrics
Social Science Research Network (SSRN), 2022
Jinsheng Yang
Yuanhai Shao
Chunna Li
Wen-Si Wang
AI4TS
206
0
0
22 Sep 2022
Diffusion-based Time Series Imputation and Forecasting with Structured State Space Models
Juan Miguel Lopez Alcaraz
Nils Strodthoff
DiffM
475
263
0
19 Aug 2022
Learning to Reconstruct Missing Data from Spatiotemporal Graphs with Sparse Observations
Neural Information Processing Systems (NeurIPS), 2022
Ivan Marisca
Andrea Cini
Cesare Alippi
AI4TS
407
112
0
26 May 2022
SAITS: Self-Attention-based Imputation for Time Series
Expert systems with applications (ESWA), 2022
Wenjie Du
David Cote
Wenshu Fan
AI4TS
686
457
0
17 Feb 2022
Transparent Single-Cell Set Classification with Kernel Mean Embeddings
ACM International Conference on Bioinformatics, Computational Biology and Biomedicine (ACM-BCB), 2022
Siyuan Shan
Vishal Baskaran
Haidong Yi
Jolene S Ranek
Natalie Stanley
Junier Oliva
372
12
0
18 Jan 2022
RDIS: Random Drop Imputation with Self-Training for Incomplete Time Series Data
IEEE Access (IEEE Access), 2020
Taehyean Choi
Ji-Su Kang
Jong-Hwan Kim
SyDa
AI4TS
302
26
0
20 Oct 2020
Diverse and Admissible Trajectory Forecasting through Multimodal Context Understanding
European Conference on Computer Vision (ECCV), 2020
Seonguk Park
Gyubok Lee
Manoj Bhat
Jimin Seo
Minseok Kang
Jonathan M Francis
Ashwin R. Jadhav
Paul Pu Liang
Louis-Philippe Morency
704
132
0
06 Mar 2020
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