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Ensemble of optimal trees, random forest and random projection ... |
May 27, 2019 ... Keywords Ensemble classification · Ensemble regression · Random forest · Random projection ensemble classification · Accuracy and diversity. |
d-nb.info |
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OTE: Optimal Trees Ensembles for Regression, Classification and ... |
Ensemble of optimal trees, random forest and random projection ensemble classification. Advances in Data Analysis and Classification, 1-20. Liaw, A. and ... |
cran.r-project.org |
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Ensemble of optimal trees, random forest and random projection ... |
May 27, 2019 ... We compute unexplained variances or classification error rates for all the methods on the corresponding data sets. Our experiments reveal that ... |
repository.essex.ac.uk |
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Random Rotation Ensembles |
classifier and (2) a random forest classifier in which each tree is generated on a randomly ... Trading-off diversity and accuracy for optimal ensemble tree ... |
jmlr.csail.mit.edu |
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Random‐projection ensemble classification |
clear a close connection with random forests, where tree classifiers are randomized by considering random subsets of features at each tree splitting, and ... |
academic.oup.com |
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An Optimal Random Projection k Nearest Neighbors Ensemble via ... |
May 6, 2024 ... ABSTRACT This paper presents an ensemble method for binary classification, where each base model is based on an extended neighbourhood rule ... |
ieeexplore.ieee.org |
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Random projections: data perturbation for classification problems |
Jan 9, 2020 ... The extremely popular random forests algorithm neatly combines bagging with classification and regression trees ... Random-projection ensemble ... |
wires.onlinelibrary.wiley.com |
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RaSE: Random Subspace Ensemble Classification |
In the RaSE algorithm, we aggregate many weak learners, where each weak learner is a base classifier trained in a subspace optimally selected from a col-. |
www.jmlr.org |
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Random-projection ensemble classification |
Jun 5, 2017 ... machines (Cortes and Vapnik, 1995), tree classifiers and random forests ... OTE: Optimal trees ensembles for regression, classification and class ... |
arxiv.org |
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Random Projection Random Discretization Ensembles—Ensembles ... |
May 7, 2014 ... may be better classifiers as compared to decision trees with the original features. ... Alonso, “Rotation forest: A new classifier ensemble method ... |
www.kau.edu.sa |
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