Concepedia

Improving forecast stability using deep learning

Jente Van Belle, Ruben Crevits, Wouter Verbeke

International Journal of Forecasting · 2022 · 20 citations · 26 references

Concepts

ComputingComputer ScienceMeteorologyForecastingMachine LearningWeather ForecastingDeep LearningForecast VerificationForecasting MethodsForecasting UncertaintyTime Series ForecastingTime Series PredictionDeep Learning For ForecastingDeep Learning For Time Series ForecastingDeep Learning-based ForecastingForecast StabilityNeural Forecasting

References

26

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

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

Bagging predictors

Leo Breiman · Machine Learning · 1996 · 16.4K citations · Full text

The Elements of Statistical Learning: Data Mining, Inference, and Prediction

Zigang Lu · Journal of the Royal Statistical Society Series A (Statistics in Society) · 2010 · 12.8K citations

Computing, Computer Science, Data Science +12

Pattern Recognition and Machine Learning

Kybernetes · 2007 · 8.4K citations

Computing, Computer Engineering, Computer Science +14