Concepedia

Prediction of time series using an analysis filter bank of LSTM units

José Mejía, Liliana Avelar-Sosa, Boris Mederos, Everardo Santiago Ramírez, José Díaz

Computers & Industrial Engineering · 2021 · 32 citations · 35 references

Concepts

ComputingData ScienceForecastingMachine LearningTime Series AnalysisComputational Time Series AnalysisState-space ModelsTime Series ComputationTime Series ForecastingTime Series ModelingTime Series PredictionDeep Learning For Time Series ForecastingFilter Bank DesignNeural ForecastingNeural Time Series ForecastingRecurrent Neural Network ForecastingTime Series Pattern Recognition

References

35

Long Short-Term Memory

Sepp Hochreiter, Jürgen Schmidhuber · Neural Computation · 1997 · 98.1K citations

Computing, Computer Science, Algorithms +16

ImageNet classification with deep convolutional neural networks

Alex Krizhevsky, Ilya Sutskever, Geoffrey E. Hinton · Communications of the ACM · 2017 · 75.7K citations · Full text

Computing, Computer Science, Computer Vision +12

Gradient-based learning applied to document recognition

Yann LeCun, Léon Bottou, Yoshua Bengio et al. · Proceedings of the IEEE · 1998 · 58.2K citations · Full text

Computing, Computer Science, Computer Vision +14

Learning long-term dependencies with gradient descent is difficult

Yoshua Bengio, P. Simard, Paolo Frasconi · IEEE Transactions on Neural Networks · 1994 · 8.5K citations

Computing, Computer Science, Machine Learning +9

Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting

Xingjian Shi, Zhourong Chen, Hao Wang et al. · arXiv (Cornell University) · 2015 · 6.6K citations · Full text

Computing, Computer Science, Meteorology +16