A nearest-neighbor-based ensemble classifier and its large-sample optimality

DOI10.1080/00949655.2021.1882458OpenAlexW3127366803MaRDI QIDQ3389615

William Pouliot, Majid Mojirsheibani

Publication date: 23 March 2022

Published in: Journal of Statistical Computation and Simulation (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/00949655.2021.1882458

zbMATH Keywords

classificationasymptoticsnonparametric

Mathematics Subject Classification ID

Asymptotic properties of nonparametric inference (62G20) Nonparametric estimation (62G05) Statistics (62-XX)

Uses Software

• COBRA

Cites Work

• Bagging predictors
• COBRA: a combined regression strategy
• A nonlinear aggregation type classifier
• On the kernel rule for function classification
• A simple method for combining estimates to improve the overall error rates in classification
• Taxonomy for characterizing ensemble methods in classification tasks: a review and annotated bibliography
• Stacked regressions
• Aggregation using input-output trade-off
• Multisurface method of pattern separation for medical diagnosis applied to breast cytology.
• Combining Estiamates in Regression and Classification
• Combining Classifiers via Discretization
• Probability Inequalities for Sums of Bounded Random Variables
• Nearest neighbor classification in infinite dimension
• Random Forests and Adaptive Nearest Neighbors
• Random forests
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