article Open AccessTop 1% cited
Temporal pattern attention for multivariate time series forecasting
Machine Learning · 2019 · Vol. 108(8-9) · pp. 1421–1441
Shun-Yao Shih✉(National Taiwan University)Fan-Keng Sun(National Taiwan University)Hung-yi Lee(National Taiwan University)
Time Series Analysis and ForecastingStock Market Forecasting MethodsForecasting Techniques and ApplicationsComputer scienceTime seriesMultivariate statisticsRecurrent neural networkArtificial intelligenceSeries (stratigraphy)Dependency (UML)Machine learningData miningArtificial neural network
Funding
- Ministry of Science and Technology, Taiwan
Citations
896
FWCI
49.28
field-weighted impact
References
44
Percentile
100%
vs. same field & year
Citations per year
References
Learning representations by back-propagating errors
Nature · 1986 · 30,045 citations
Financial time series forecasting using support vector machines
Neurocomputing · 2003 · 1,691 citations
Long Short-Term Memory
Neural Computation · 1997 · 95,078 citations
Hybrid neural network models for hydrologic time series forecasting
Applied Soft Computing · 2006 · 460 citations
Time series forecasting using a hybrid ARIMA and neural network model
Neurocomputing · 2003 · 4,235 citations
Backpropagation through time: what it does and how to do it
Proceedings of the IEEE · 1990 · 4,849 citations
ImageNet classification with deep convolutional neural networks
Communications of the ACM · 2017 · 75,550 citations
Support vector machine with adaptive parameters in financial time series forecasting
IEEE Transactions on Neural Networks · 2003 · 1,009 citations
Citation Network
How this paper connects to the literature. Drag to explore, click any node to open that paper.