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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 RibeiroLeandro dos Santos Coelho
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
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References
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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
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