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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A Reverse Nearest Neighbor Based Active Semi-supervised Learning Method for Multivariate Time Series Classification

Lecture Notes in Computer Science - Database and Expert Systems Applications ◽

10.1007/978-3-319-44403-1_17 ◽

2016 ◽

pp. 272-286 ◽

Author(s):

Yifei Li ◽

Guoliang He ◽

Xuewen Xia ◽

Yuanxiang Li

Keyword(s):

Time Series ◽

Supervised Learning ◽

Nearest Neighbor ◽

Multivariate Time Series ◽

Learning Method ◽

Time Series Classification ◽

Reverse Nearest Neighbor

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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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Shepard Interpolation Neural Networks with K-Means: A Shallow Learning Method for Time Series Classification

2018 International Joint Conference on Neural Networks (IJCNN) ◽

10.1109/ijcnn.2018.8489490 ◽

2018 ◽

Author(s):

Kaleb E. Smith ◽

Phillip Williams ◽

Kaylen J. Bryan ◽

Mitchell Solomon ◽

Max Ble ◽

...

Keyword(s):

Neural Networks ◽

Time Series ◽

Learning Method ◽

Time Series Classification

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A Shapelet Learning Method for Time Series Classification

2016 IEEE 28th International Conference on Tools with Artificial Intelligence (ICTAI) ◽

10.1109/ictai.2016.0071 ◽

2016 ◽

Author(s):

Yi Yang ◽

Qilin Deng ◽

Furao Shen ◽

Jinxi Zhao ◽

Chaomin Luo

Keyword(s):

Time Series ◽

Learning Method ◽

Time Series Classification

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A nearest neighbor-based active learning method and its application to time series classification

Pattern Recognition Letters ◽

10.1016/j.patrec.2021.03.016 ◽

2021 ◽

Author(s):

Hyukjun Gweon ◽

Hao Yu

Keyword(s):

Time Series ◽

Active Learning ◽

Nearest Neighbor ◽

Learning Method ◽

Time Series Classification ◽

Active Learning Method

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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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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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ACTS: An Active Learning Method for Time Series Classification

2017 IEEE 33rd International Conference on Data Engineering (ICDE) ◽

10.1109/icde.2017.68 ◽

2017 ◽

Author(s):

Fengchao Peng ◽

Qiong Luo ◽

Lionel M. Ni

Keyword(s):

Time Series ◽

Active Learning ◽

Learning Method ◽

Time Series Classification ◽

Active Learning Method

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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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