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Multivariate time series
Multiview Unsupervised Shapelet Learning for Multivariate Time Series Clustering.
Nan Zhang, Shiliang Sun
IEEE Trans Pattern Anal Mach Intell
. Apr, 2023.45(4):4981-4996 Print-Electronic
Source:PubMed
PMID:
35969573
doi:10.1109/TPAMI.2022.3198411
Analyzing Multiple Multivariate Time Series Data Using Multilevel Dynamic Factor Models.
Hairong Song, Zhiyong Zhang
Multivariate Behav Res
. 2014 Jan-Feb.49(1):67-77 Print
Source:PubMed
PMID:
26745674
doi:10.1080/00273171.2013.851018
Multidimensional Cross-Recurrence Quantification Analysis (MdCRQA) - A Method for Quantifying Correlation between Multivariate Time-Series.
Sebastian Wallot
Multivariate Behav Res
. 2019 Mar-Apr.54(2):173-191 Print-Electronic
Source:PubMed
PMID:
30569740
doi:10.1080/00273171.2018.1512846
Multivariate time series forecasting method based on nonlinear spiking neural P systems and non-subsampled shearlet transform.
Lifan Long, Qian Liu, Hong Peng, Jun Wang, Qian Yang
Neural Netw
. Aug, 2022.152:300-310 Print-Electronic
Source:PubMed
PMID:
35594758
doi:10.1016/j.neunet.2022.04.030
RFNet: Multivariate long sequence time-series forecasting based on recurrent representation and feature enhancement.
Dandan Zhang, Zhiqiang Zhang, Nanguang Chen, Yun Wang
Neural Netw
. Jan, 2025.181:106800 Print-Electronic
Source:PubMed
PMID:
39488111
doi:10.1016/j.neunet.2024.106800
Nonuniform State Space Reconstruction for Multivariate Chaotic Time Series.
Min Han, Weijie Ren, Meiling Xu, Tie Qiu
IEEE Trans Cybern
. May, 2019.49(5):1885-1895 Print-Electronic
Source:PubMed
PMID:
29993852
doi:10.1109/TCYB.2018.2816657
Outliers detection in multivariate time series by independent component analysis.
Roberto Baragona, Francesco Battaglia
Neural Comput
. Jul, 2007.19(7):1962-84 Print
Source:PubMed
PMID:
17521286
doi:10.1162/neco.2007.19.7.1962
STTRE: A Spatio-Temporal Transformer with Relative Embeddings for multivariate time series forecasting.
Azad Deihim, Eduardo Alonso, Dimitra Apostolopoulou
Neural Netw
. Nov, 2023.168:549-559 Print-Electronic
Source:PubMed
PMID:
37837744
doi:10.1016/j.neunet.2023.09.039
Multivariate Time Series Decomposition into Oscillation Components.
Takeru Matsuda, Fumiyasu Komaki
Neural Comput
. 08, 2017.29(8):2055-2075 Print-Electronic
Source:PubMed
PMID:
28562213
doi:10.1162/NECO_a_00981
Dynamic Factor Analysis in the Frequency Domain: Causal Modeling of Multivariate Psychophysiological Time Series.
P C Molenaar
Multivariate Behav Res
. Jul 01, 1987.22(3):329-53 Print
Source:PubMed
PMID:
26776380
doi:10.1207/s15327906mbr2203_5
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