Ensemble Methods Publications

Publications in Ensemble Methods

Explore the most influential research papers and scholarly works that have shaped Ensemble Methods. Use the concept filter below to focus on a specific sub-area of research.

Ensemble Methods

1.9K

Publications

142.3K

Citations

Showing yearly statistics from 2000-2026.

Page 1

	Year	Citations
Classification and Regression by randomForest Andy Liaw, Matthew C. Wiener Artificial IntelligenceEngineeringMachine LearningMining MethodsClassification Trees	2007	18.4K
Combining Pattern Classifiers: Methods and Algorithms Subhash Bagui Technometrics Data ClassificationClassification MethodEngineeringMachine LearningData Science	2005	3.2K
Popular Ensemble Methods: An Empirical Study David W. Opitz, Richard Maclin Journal of Artificial Intelligence Research EngineeringMachine LearningBoosting Decision TreesEnsemble MethodsClassification Method	1999	2.9K
Ensemble based systems in decision making Robi Polikar IEEE Circuits and Systems Magazine Artificial IntelligenceEngineeringMachine LearningIntelligent SystemsEnsemble Methods	2006	2.9K
Ensemble learning: A survey Omer Sagi, Lior Rokach Wiley Interdisciplinary Reviews Data Mining and Knowledge Discovery EngineeringMachine LearningMining MethodsEnsemble MethodsClassification Method	2018	2.9K
Mining concept-drifting data streams using ensemble classifiers Haixun Wang, Wei Fan, Philip S. Yu, EngineeringMachine LearningEnsemble MethodsText MiningData Stream	2003	1.3K
A streaming ensemble algorithm (SEA) for large-scale classification W. Nick Street, YongSeog Kim Artificial IntelligenceEngineeringMachine LearningData ScienceData Mining	2001	1.2K
Ensemble Adversarial Training: Attacks and Defenses Florian Tramèr, Alexey Kurakin, Nicolas Papernot, arXiv (Cornell University) Artificial IntelligenceAdversarial ExamplesData AugmentationEngineeringMachine Learning	2017	1.1K
A Survey of Ensemble Learning: Concepts, Algorithms, Applications, and Prospects Ibomoiye Domor Mienye, Yanxia Sun IEEE Access EngineeringMachine LearningEnsemble MethodsData ScienceData Mining	2022	1K
An overview of ensemble methods for binary classifiers in multi-class problems: Experimental study on one-vs-one and one-vs-all schemes Mikel Galar, Alberto Fernández, Edurne Barrenechea, Pattern Recognition Data ClassificationClassification MethodEngineeringMachine LearningData Mining	2011	761
Ensemble of surrogates Tushar Goel, Raphael T. Haftka, Wei Shyy, Structural and Multidisciplinary Optimization EngineeringMachine LearningData SurrogateEnsemble MethodsEnsemble Algorithm	2006	679
Ensemble Classification and Regression-Recent Developments, Applications and Future Directions [Review Article] Ye Ren, Le Zhang, Ponnuthurai Nagaratnam Suganthan IEEE Computational Intelligence Magazine Data ClassificationClassification MethodRegression-recent DevelopmentsMachine LearningData Science	2016	660

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