Concepedia

Robustness of LSTM neural networks for multi-step forecasting of chaotic time series

Matteo Sangiorgio, Fabio Dercole

Chaos Solitons & Fractals · 2020 · 210 citations · 85 references

Open access

Concepts

ComputingMathematicsForecastingMachine LearningTime Series AnalysisChaos TheoryDeep LearningNeural NetworksTime Series ForecastingTime Series ModelingTime Series PredictionChaotic Time Series AnalysisMulti-step ForecastingMulti-step-ahead ForecastingNeural ForecastingNeural Time Series ForecastingRecurrent Neural Network ForecastingRecurrent Neural Networks

References

85

Long Short-Term Memory

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

Computing, Computer Science, Algorithms +16

Adam: A Method for Stochastic Optimization

Diederik P. Kingma, Jimmy Ba · UvA-DARE (University of Amsterdam) · 2014 · 84.8K citations · Full text

Computing, Computer Science, Algorithms +16

AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at Scale

DROPS (Schloss Dagstuhl – Leibniz Center for Informatics) · 2018 · 45.7K citations · Full text

Computing, Computer Science, Computational Linguistics +12

Advances in Neural Information Processing Systems 28

Peter Flach, Meelis Kull · 2015 · 14.7K citations

Life Sciences, Computer Science, Neuroscience +12

Advances in Neural Information Processing Systems 29

Onur Teymur, Kostas Zygalakis, Ben Calderhead · 2016 · 13.5K citations

Life Sciences, Computer Science, Neuroscience +12