Recurrent Imputation for Multivariate Time Series with Missing Values

被引：14
|
作者：
Suo, Qiuling [1 ]
Yao, Liuyi [1 ]
Xun, Guangxu [2 ]
Sun, Jianhui [2 ]
Zhang, Aidong [2 ]
机构：
[1] SUNY Buffalo, Dept Comp Sci & Engn, Buffalo, NY 14260 USA
[2] Univ Virginia, Dept Comp Sci, Charlottesville, VA USA
来源：
2019 IEEE INTERNATIONAL CONFERENCE ON HEALTHCARE INFORMATICS (ICHI) | 2019年
关键词：
D O I：
10.1109/ichi.2019.8904638
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
引用
收藏
页码：562 / 564
页数：3
相关论文
共 50 条
  • [1] Selective Imputation for Multivariate Time Series Datasets With Missing Values
    Blazquez-Garcia, Anehd
    Wickstrom, Kristoffer
    Yu, Shujian
    Mikalsen, Karl Oyvind
    Boubekki, Ahcene
    Conde, Angel
    Mori, Usue
    Jenssen, Robert
    Lozano, Jose A.
    [J]. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2023, 35 (09) : 9490 - 9501
  • [2] Recurrent Neural Networks for Multivariate Time Series with Missing Values
    Che, Zhengping
    Purushotham, Sanjay
    Cho, Kyunghyun
    Sontag, David
    Liu, Yan
    [J]. SCIENTIFIC REPORTS, 2018, 8
  • [3] Recurrent Neural Networks for Multivariate Time Series with Missing Values
    Zhengping Che
    Sanjay Purushotham
    Kyunghyun Cho
    David Sontag
    Yan Liu
    [J]. Scientific Reports, 8
  • [4] Multivariate Time Series Missing Data Imputation Using Recurrent Denoising Autoencoder
    Zhang, Jianye
    Yin, Peng
    [J]. 2019 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE (BIBM), 2019, : 760 - 764
  • [5] Imputation of Missing Values in Time Series with Lagged Correlations
    Rahman, Shah Atiqur
    Huang, Yuxiao
    Claassen, Jan
    Kleinberg, Samantha
    [J]. 2014 IEEE INTERNATIONAL CONFERENCE ON DATA MINING WORKSHOP (ICDMW), 2014, : 753 - 762
  • [6] A bagging algorithm for the imputation of missing values in time series
    Andiojaya, Agung
    Demirhan, Haydar
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2019, 129 : 10 - 26
  • [7] MTSSP: Missing Value Imputation in Multivariate Time Series for Survival Prediction
    Li, Bo
    Shi, Yuliang
    Cheng, Lin
    Yan, Zhongmin
    Wang, Xinjun
    Li, Hui
    [J]. 2022 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2022,
  • [8] On the Imputation of Missing Values in Univariate PM10 Time Series
    Albano, G.
    La Rocca, M.
    Perna, C.
    [J]. COMPUTER AIDED SYSTEMS THEORY - EUROCAST 2017, PT II, 2018, 10672 : 12 - 19
  • [9] Trend Tests in Time Series with Missing Values: a Case Study with Imputation
    Rosario Ramos, M.
    Cordeiro, Clara
    [J]. 11TH INTERNATIONAL CONFERENCE OF NUMERICAL ANALYSIS AND APPLIED MATHEMATICS 2013, PTS 1 AND 2 (ICNAAM 2013), 2013, 1558 : 1909 - 1912
  • [10] TLGRU: time and location gated recurrent unit for multivariate time series imputation
    Wang, Ruimin
    Zhang, Zhenghui
    Wang, Qiankun
    Sun, Jianzhi
    [J]. EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2022, 2022 (01)
12345