Concepedia

A long-term prediction approach based on long short-term memory neural networks with automatic parameter optimization by Tree-structured Parzen Estimator and applied to time-series data of NPP steam generators

Hoang-Phuong Nguyen, Jie Liu, Enrico Zio

Applied Soft Computing · 2020 · 186 citations · 96 references

Open access

Concepts

ComputingData ScienceForecastingMachine LearningTime Series AnalysisLong-term ForecastingNeural NetworksShort-term ForecastingTime Series ForecastingTime Series ModelingTime Series PredictionDeep Learning For ForecastingLong Memory ModelsLong Short-term Memory NetworksLong-memory ForecastingNeural ForecastingNeural Time Series ForecastingProcess Parameter OptimizationRecurrent Neural Networks

References

96

Long Short-Term Memory

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

Computing, Computer Science, Algorithms +16

Dropout: a simple way to prevent neural networks from overfitting

Nitish Srivastava, Geoffrey E. Hinton, Alex Krizhevsky et al. · 2014 · 34.3K citations

Computing, Computer Science, Artificial Intelligence +12

Isolation Forest

Fei Tony Liu, Kai Ming Ting, Zhi‐Hua Zhou · 2008 · 5.6K citations

Computing, Computer Science, Data Mining +14

Determining embedding dimension for phase-space reconstruction using a geometrical construction

Matthew B. Kennel, Reggie Brown, Henry D. I. Abarbanel · Physical Review A · 1992 · 3.8K citations

Computing, Computer Science, Mathematics +7

Algorithms for hyper-parameter optimization

James Bergstra, Yoshua Bengio · 2011 · 3.2K citations · Full text

Computing, Computer Science, Algorithms +15