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Improved convergence rates for some kernel random forest algorithms

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Publication:6618889
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DOI10.3934/MINE.2024013MaRDI QIDQ6618889

Nicola Arcozzi, Iakovidis Isidoros

Publication date: 15 October 2024

Published in: Mathematics in Engineering (Search for Journal in Brave)




zbMATH Keywords

nonparametric statisticsreproducing kernel spaceskernel random forests


Mathematics Subject Classification ID

Statistics (62-XX) Computer science (68-XX)


Cites Work

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  • On the asymptotics of random forests
  • On the layered nearest neighbour estimate, the bagged nearest neighbour estimate and the random forest method in regression and classification
  • Information-theoretic determination of minimax rates of convergence
  • Consistency of random forests
  • A random forest guided tour
  • Random Forests and Kernel Methods
  • Random Forests and Adaptive Nearest Neighbors
  • Theory of Reproducing Kernels
  • Extremely randomized trees
  • Random forests







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