Temporal representation learning for time series classification

Neural Computing and Applications ◽

10.1007/s00521-020-05179-w ◽

2020 ◽

Author(s):

Yupeng Hu ◽

Peng Zhan ◽

Yang Xu ◽

Jia Zhao ◽

Yujun Li ◽

...

Keyword(s):

Time Series ◽

Representation Learning ◽

Time Series Classification ◽

Temporal Representation

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Time Series Classification via Enhanced Temporal Representation Learning

2021 IEEE 6th International Conference on Big Data Analytics (ICBDA) ◽

10.1109/icbda51983.2021.9403177 ◽

2021 ◽

Author(s):

Kun Wang ◽

Chun Wang ◽

Yunxiao Wang ◽

Wei Luo ◽

Peng Zhan ◽

...

Keyword(s):

Time Series ◽

Representation Learning ◽

Time Series Classification ◽

Temporal Representation

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A deep multi-task representation learning method for time series classification and retrieval

Information Sciences ◽

10.1016/j.ins.2020.12.062 ◽

2021 ◽

Vol 555 ◽

pp. 17-32

Author(s):

Ling Chen ◽

Donghui Chen ◽

Fan Yang ◽

Jianling Sun

Keyword(s):

Time Series ◽

Representation Learning ◽

Learning Method ◽

Time Series Classification ◽

Task Representation

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Difference-Guided Representation Learning Network for Multivariate Time-Series Classification

IEEE Transactions on Cybernetics ◽

10.1109/tcyb.2020.3034755 ◽

2020 ◽

pp. 1-11

Author(s):

Qianli Ma ◽

Zipeng Chen ◽

Shuai Tian ◽

Wing W. Y. Ng

Keyword(s):

Time Series ◽

Multivariate Time Series ◽

Representation Learning ◽

Time Series Classification ◽

Learning Network

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SITS-Former: A pre-trained spatio-spectral-temporal representation model for Sentinel-2 time series classification

International Journal of Applied Earth Observation and Geoinformation ◽

10.1016/j.jag.2021.102651 ◽

2022 ◽

Vol 106 ◽

pp. 102651

Author(s):

Yuan Yuan ◽

Lei Lin ◽

Qingshan Liu ◽

Renlong Hang ◽

Zeng-Guang Zhou

Keyword(s):

Time Series ◽

Time Series Classification ◽

Temporal Representation ◽

Representation Model ◽

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Representation Learning with Deconvolution for Multivariate Time Series Classification and Visualization

Communications in Computer and Information Science - Data Science ◽

10.1007/978-981-15-7981-3_22 ◽

2020 ◽

pp. 310-326

Author(s):

Wei Song ◽

Lu Liu ◽

Minghao Liu ◽

Wenxiang Wang ◽

Xiao Wang ◽

...

Keyword(s):

Time Series ◽

Multivariate Time Series ◽

Representation Learning ◽

Time Series Classification

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A Hybrid Deep Representation Learning Model for Time Series Classification and Prediction

2017 3rd International Conference on Big Data Computing and Communications (BIGCOM) ◽

10.1109/bigcom.2017.13 ◽

2017 ◽

Author(s):

Yang Guo ◽

Zhenyu Wu ◽

Yang Ji

Keyword(s):

Time Series ◽

Representation Learning ◽

Learning Model ◽

Time Series Classification

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Multiple fault diagnosis for hydraulic systems using Nearest-centroid-with-DBA and Random-Forest-based-time-series-classification

2020 39th Chinese Control Conference (CCC) ◽

10.23919/ccc50068.2020.9189401 ◽

2020 ◽

Author(s):

Zhijie Peng ◽

Ke Zhang ◽

Yi Chai

Keyword(s):

Time Series ◽

Fault Diagnosis ◽

Random Forest ◽

Time Series Classification ◽

Hydraulic Systems ◽

Multiple Fault ◽

Multiple Fault Diagnosis

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A Frequent Pattern Based Time Series Classification Framework

JOURNAL OF ELECTRONICS INFORMATION TECHNOLOGY ◽

10.3724/sp.j.1146.2009.00135 ◽

2010 ◽

Vol 32 (2) ◽

pp. 261-266

Author(s):

Li Wan ◽

Jian-xin Liao ◽

Xiao-min Zhu ◽

Ping Ni

Keyword(s):

Time Series ◽

Frequent Pattern ◽

Time Series Classification ◽

Classification Framework

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Uncertain Time Series Classification with Shapelet Transform

2020 International Conference on Data Mining Workshops (ICDMW) ◽

10.1109/icdmw51313.2020.00044 ◽

2020 ◽

Author(s):

Michael Franklin Mbouopda ◽

Engelbert Mephu Nguifo

Keyword(s):

Time Series ◽

Time Series Classification ◽

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Time series classification of radio signal strength for qualitative estimate of UAV motion

Machine Learning with Applications ◽

10.1016/j.mlwa.2021.100027 ◽

2021 ◽

pp. 100027

Author(s):

Samuel Teague ◽

Javaan Chahl

Keyword(s):

Time Series ◽

Radio Signal ◽

Signal Strength ◽

Time Series Classification ◽

Qualitative Estimate

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