LHCnn: A Novel Efficient Multivariate Time Series Prediction Framework Utilizing Convolutional Neural Networks

2019 IEEE 21st International Conference on High Performance Computing and Communications; IEEE 17th International Conference on Smart City; IEEE 5th International Conference on Data Science and Systems (HPCC/SmartCity/DSS) ◽

10.1109/hpcc/smartcity/dss.2019.00323 ◽

2019 ◽

Author(s):

Chengxi Liu ◽

Kenli Li ◽

Jing Liu ◽

Cen Chen

Keyword(s):

Neural Networks ◽

Time Series ◽

Convolutional Neural Networks ◽

Time Series Prediction ◽

Multivariate Time Series

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Multiple convolutional neural networks for multivariate time series prediction

Neurocomputing ◽

10.1016/j.neucom.2019.05.023 ◽

2019 ◽

Vol 360 ◽

pp. 107-119 ◽

Author(s):

Kang Wang ◽

Kenli Li ◽

Liqian Zhou ◽

Yikun Hu ◽

Zhongyao Cheng ◽

...

Keyword(s):

Neural Networks ◽

Time Series ◽

Convolutional Neural Networks ◽

Time Series Prediction ◽

Multivariate Time Series

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Multivariate Time Series Forecasting with Dilated Residual Convolutional Neural Networks for Urban Air Quality Prediction

Arabian Journal for Science and Engineering ◽

10.1007/s13369-020-05109-x ◽

2021 ◽

Author(s):

Meriem Benhaddi ◽

Jamal Ouarzazi

Keyword(s):

Neural Networks ◽

Time Series ◽

Air Quality ◽

Convolutional Neural Networks ◽

Multivariate Time Series ◽

Urban Air Quality ◽

Time Series Forecasting ◽

Urban Air ◽

Quality Prediction ◽

Air Quality Prediction

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Robust Time Series Prediction with Missing Data Based on Deep Convolutional Neural Networks

2020 International Conference on Computer Communication and Network Security (CCNS) ◽

10.1109/ccns50731.2020.00047 ◽

2020 ◽

Author(s):

Guancheng Zhou

Keyword(s):

Neural Networks ◽

Time Series ◽

Missing Data ◽

Convolutional Neural Networks ◽

Time Series Prediction ◽

Deep Convolutional Neural Networks

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Multivariate time series prediction based on neural networks applied to stock market

2001 IEEE International Conference on Systems, Man and Cybernetics. e-Systems and e-Man for Cybernetics in Cyberspace (Cat.No.01CH37236) ◽

10.1109/icsmc.2001.972970 ◽

2002 ◽

Author(s):

Yiwen Yang ◽

Guizhong Liu

Keyword(s):

Neural Networks ◽

Time Series ◽

Stock Market ◽

Time Series Prediction ◽

Multivariate Time Series

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Multivariate Time-Series Prediction Using LSTM Neural Networks

2021 26th International Computer Conference, Computer Society of Iran (CSICC) ◽

10.1109/csicc52343.2021.9420543 ◽

2021 ◽

Author(s):

Reza Ghanbari ◽

Keivan Borna

Keyword(s):

Neural Networks ◽

Time Series ◽

Time Series Prediction ◽

Multivariate Time Series

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MTEX-CNN: Multivariate Time Series EXplanations for Predictions with Convolutional Neural Networks

2019 IEEE International Conference on Data Mining (ICDM) ◽

10.1109/icdm.2019.00106 ◽

2019 ◽

Author(s):

Roy Assaf ◽

Ioana Giurgiu ◽

Frank Bagehorn ◽

Anika Schumann

Keyword(s):

Neural Networks ◽

Time Series ◽

Convolutional Neural Networks ◽

Multivariate Time Series

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Time Series Prediction by Using Convolutional Neural Networks

Proceedings of the Future Technologies Conference (FTC) 2020, Volume 1 - Advances in Intelligent Systems and Computing ◽

10.1007/978-3-030-63128-4_38 ◽

2020 ◽

pp. 499-511

Author(s):

Ronny Velastegui ◽

Luis Zhinin-Vera ◽

Gissela E. Pilliza ◽

Oscar Chang

Keyword(s):

Neural Networks ◽

Time Series ◽

Convolutional Neural Networks ◽

Time Series Prediction

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Exploiting multi-channels deep convolutional neural networks for multivariate time series classification

Frontiers of Computer Science ◽

10.1007/s11704-015-4478-2 ◽

2015 ◽

Vol 10 (1) ◽

pp. 96-112 ◽

Author(s):

Yi Zheng ◽

Qi Liu ◽

Enhong Chen ◽

Yong Ge ◽

J. Leon Zhao

Keyword(s):

Neural Networks ◽

Time Series ◽

Convolutional Neural Networks ◽

Multivariate Time Series ◽

Time Series Classification ◽

Deep Convolutional Neural Networks

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Study of Nonlinear Multivariate Time Series Prediction Based on Neural Networks

Advances in Neural Networks – ISNN 2005 - Lecture Notes in Computer Science ◽

10.1007/11427445_101 ◽

2005 ◽

pp. 618-623 ◽

Author(s):

Min Han ◽

Mingming Fan ◽

Jianhui Xi

Keyword(s):

Neural Networks ◽

Time Series ◽

Time Series Prediction ◽

Multivariate Time Series

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Non-stationary Multivariate Time Series Prediction with Selective Recurrent Neural Networks

PRICAI 2019: Trends in Artificial Intelligence - Lecture Notes in Computer Science ◽

10.1007/978-3-030-29894-4_51 ◽

2019 ◽

pp. 636-649

Author(s):

Jiexi Liu ◽

Songcan Chen

Keyword(s):

Neural Networks ◽

Time Series ◽

Recurrent Neural Networks ◽

Time Series Prediction ◽

Multivariate Time Series

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