articleTop 1% cited
Ensemble approach based on bagging, boosting and stacking for short-term prediction in agribusiness time series
Applied Soft Computing · 2019 · Vol. 86 · pp. 105837–105837
Matheus Henrique Dal Molin Ribeiro✉(Universidade Tecnológica Federal do Paraná)Leandro dos Santos Coelho(Pontifícia Universidade Católica do Paraná)
Spectroscopy and Chemometric AnalysesStock Market Forecasting MethodsForecasting Techniques and ApplicationsMean squared errorMean absolute percentage errorRandom forestBoosting (machine learning)StatisticsGradient boostingMathematicsEnsemble learningArtificial neural networkWilcoxon signed-rank test
Funding
- Conselho Nacional de Desenvolvimento Científico e Tecnológico
Citations
512
FWCI
29.83
field-weighted impact
References
112
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100%
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References
Stacked generalization
Neural Networks · 1992 · 7,189 citations
An Analysis of Transformations
Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1964 · 14,923 citations
Greedy function approximation: A gradient boosting machine.
The Annals of Statistics · 2001 · 27,794 citations
The Strength of Weak Learnability
Machine Learning · 1990 · 3,302 citations
Instance-Based Learning Algorithms
Machine Learning · 1991 · 4,094 citations
Wind power prediction using deep neural network based meta regression and transfer learning
Applied Soft Computing · 2017 · 367 citations
Gradient boosting machine for modeling the energy consumption of commercial buildings
Energy and Buildings · 2017 · 471 citations
Comparison of Support Vector Machine and Extreme Gradient Boosting for predicting daily global solar radiation using temperature and precipitation in humid subtropical climates: A case study in China
Energy Conversion and Management · 2018 · 624 citations
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