Concepedia

Multi-step ahead forecasting for electric power load using an ensemble model

Yubo Zhao, Ni Guo, Wei Chen, Hailan Zhang, Bochao Guo, Jia Shen, Zijian Tian

Expert Systems with Applications · 2022 · 34 citations · 37 references

Concepts

ComputingData ScienceElectrical EngineeringForecastingPredictive AnalyticsTime Series AnalysisEnsemble ForecastingEnsemble LearningEnsemble MethodsLoad ForecastingTime Series ForecastingTime Series PredictionElectric Load ForecastingElectric Power RegulationElectricity Consumption ForecastingLoad Pattern AnalysisMulti-model Ensemble Forecasting

References

37

Long Short-Term Memory

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

Computing, Computer Science, Algorithms +16

Greedy function approximation: A gradient boosting machine.

Jerome H. Friedman · The Annals of Statistics · 2001 · 29K citations · Full text

Computing, Computer Science, Mathematics +17

LightGBM: A Highly Efficient Gradient Boosting Decision Tree

Guolin Ke, Qi Meng, Thomas Finley et al. · HAL (Le Centre pour la Communication Scientifique Directe) · 2017 · 9.5K citations · Full text

Computing, Computer Science, Data Mining +16

Forecasting at Scale

Sean J. Taylor, Benjamin Letham · The American Statistician · 2017 · 2.3K citations

Business, Data Science, Decision Sciences +15

Quantile Regression Forests

Nicolai Meinshausen · 2006 · 1.5K citations

Computing, Computer Science, Machine Learning +9