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Multivariate time series forecasting is widely used in various fields.
“Non-linear and linear forecasting of the eeg time series,”
Katarzyna J Blinowska and M Malinowski, · 1991
Earlier work this paper cites.
Time series analysis
James D Hamilton, · 1994
Earlier work this paper cites.
“Dynamic relations between macroeconomic variables and the japanese stock market: an application of a vector error correction model,”
Tarun K Mukherjee and Atsuyuki Naka, · 1995
Earlier work this paper cites.
“Convolutional networks for images, speech, and time series,”
Yann LeCun, Yoshua Bengio, et al., · 2008
Earlier work this paper cites.
“Intelligent financial time series forecasting: A complex neuro-fuzzy approach with multi-swarm intelligence,”
Chunshien Li and Tai-Wei Chiang, · 2012
Earlier work this paper cites.
“An ensemble model for day-ahead electricity demand time series forecasting,”
Wen Shen, Vahan Babushkin, Zeyar Aung, and Wei Lee Woon, · 2013
Earlier work this paper cites.
“Empirical evaluation of gated recurrent neural networks on sequence modeling,”
Junyoung Chung, Caglar Gulcehre, KyungHyun Cho, and Yoshua Bengio, · 2014
Cited alongside, same era.
“Robust estimation of transition matrices in high dimensional heavy-tailed vector autoregressive processes,”
Huitong Qiu, Sheng Xu, Fang Han, Han Liu, and Brian Caffo, · 2015
Cited alongside, same era.
“Data driven prediction models of energy use of appliances in a low-energy house,”
Luis M Candanedo, Véronique Feldheim, and Dominique Deramaix, · 2017
Cited alongside, same era.
“A dual-stage attention-based recurrent neural network for time series prediction,”
Yao Qin, Dongjin Song, Haifeng Chen, Wei Cheng, Guofei Jiang, and Garrison Cottrell, · 2017
Cited alongside, same era.
“Attention is all you need,”
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, L ukasz Kaiser, and Illia Polosukhin, · 2017
“Modeling long- and short-term temporal patterns with deep neural networks,”
Guokun Lai, Wei-Cheng Chang, Yiming Yang, and Hanxiao Liu, · 2017
Later among the works it cites.
“Compound facial expression recognition based on highway cnn,”
Khadija Slimani, Khadija Lekdioui, Rochdi Messoussi, and Raja Touahni, · 2019
Later among the works it cites.
“Towards better forecasting by fusing near and distant future visions,”
Jiezhu Cheng, Kaizhu Huang, and Zibin Zheng, · 2019
Later among the works it cites.
“Connecting the dots: Multivariate time series forecasting with graph neural networks,”
Zonghan Wu, Shirui Pan, Guodong Long, Jing Jiang, Xiaojun Chang, and Chengqi Zhang, · 2020
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“Towards better forecasting by fusing near and distant future visions.,”
Jiezhu Cheng, Kaizhu Huang, and Zibin Zheng, · 2020
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Cited alongside, same era.
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