Cellular tree classifiers

DOI10.1214/13-EJS829zbMath1293.62067MaRDI QIDQ358883

Gérard Biau, Luc P. Devroye

Publication date: 9 August 2013

Published in: Electronic Journal of Statistics (Search for Journal in Brave)

Full work available at URL: https://projecteuclid.org/euclid.ejs/1373461825

zbMATH Keywords

classificationpattern recognitionasymptotic analysisnonparametric estimationBayes risk consistencycellular computationtree classifiers

Mathematics Subject Classification ID

Asymptotic properties of nonparametric inference (62G20) Classification and discrimination; cluster analysis (statistical aspects) (62H30) Nonparametric estimation (62G05) Pattern recognition, speech recognition (68T10)

Related Items (3)

A random forest guided tour ⋮ Tuning parameters in random forests ⋮ Adaptive transfer learning

Uses Software

• C4.5

Cites Work

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• A method for the design of binary tree classifiers
• Asymptotically efficient solutions to the classification problem
• Dynamic multi-dimensional data structures based on quad- and k-d trees
• The Vapnik-Chervonenkis dimension of decision trees with bounded rank
• Efficient decision tree design for discrete variable pattern recognition problems
• The optimal strategy of a tree classifier
• A distribution-free theory of nonparametric regression
• Ignoring ignorance and agreeing to disagree
• Analysis and Design of a Decision Tree Based on Entropy Reduction and Its Application to Large Character Set Recognition
• Random Trees
• Model Selection for CART Regression Trees
• Tree-Structured Classification Via Generalized Discriminant Analysis
• Application of information theory to the construction of efficient decision trees
• Multidimensional binary search trees used for associative searching
• An Algorithm for Constructing Optimal Binary Decision Trees
• Order Statistics
• Data Mining with Decision Trees
• Elements of Information Theory
• A Partitioning Algorithm with Application in Pattern Classification and the Optimization of Decision Trees
• Random forests

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