Consistency of random forests

From MaRDI portal
Publication:2515494

DOI10.1214/15-AOS1321zbMath1317.62028arXiv1405.2881OpenAlexW2162387923WikidataQ58942722 ScholiaQ58942722MaRDI QIDQ2515494

Jean-Philippe Vert, Gérard Biau, Erwan Scornet

Publication date: 5 August 2015

Published in: The Annals of Statistics (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/1405.2881




Related Items (70)

AdaBoost Semiparametric Model Averaging Prediction for Multiple CategoriesLearning and Convergence of the Normalized Radial Basis Functions NetworksOn the asymptotics of random forestsThe Impact of Churn on Client Value in Health Insurance, Evaluation Using a Random Forest Under Various Censoring MechanismsMeasuring the Algorithmic Convergence of Randomized Ensembles: The Regression SettingManifold Oblique Random Forests: Towards Closing the Gap on Convolutional Deep NetworksEstimation of the optimal regime in treatment of prostate cancer recurrence from observational data using flexible weighting modelsMathematical optimization in classification and regression treesNonparametric feature selection by random forests and deep neural networksRates of convergence for random forests via generalized U-statisticsA random forest guided tourVariable selection in time series forecasting using random forestsLinear Aggregation in Tree-Based EstimatorsLocal Linear ForestsEstimation and Inference of Heterogeneous Treatment Effects using Random ForestsUnnamed ItemConsistency of survival tree and forest models: splitting bias and correctionConditional predictive inference for stable algorithmsAn embedded model estimator for non-stationary random functions using multiple secondary variablesData-Driven Approximation of Contextual Chance-Constrained Stochastic ProgramsSmoothing and adaptation of shifted Pólya tree ensemblesClassification Trees for Imbalanced Data: Surface-to-Volume RegularizationConsistent and unbiased variable selection under indepedent features using random forest permutation importanceIs there a role for statistics in artificial intelligence?Variance function estimation in regression model via aggregation proceduresStochastic Tree Ensembles for Regularized Nonlinear RegressionRandom Forests for Spatially Dependent DataA phase transition for the probability of being a maximum among random vectors with general iid coordinatesUnnamed ItemLarge data sets and machine learning: applications to statistical arbitrageRandom forests in count data modelling: an analysis of the influence of data features and overdispersion on regression performanceLarge Scale Prediction with Decision TreesTrees, forests, and impurity-based variable importance in regressionModel-Assisted Estimation Through Random Forests in Finite Population SamplingSpatial performance analysis in basketball with CART, random forest and extremely randomized treesTail index partition-based rules extraction with application to tornado damage insuranceOn Learning and Convergence of RBF Networks in Regression Estimation and ClassificationBootstrap bias corrections for ensemble methodsTuning parameters in random forestsModeling of time series using random forests: theoretical developmentsImpact of subsampling and tree depth on random forestsPosterior concentration for Bayesian regression trees and forestsMinimax optimal rates for Mondrian trees and forestsRandom forests for time-dependent processesOptimization of Tree EnsemblesEstimating the algorithmic variance of randomized ensembles via the bootstrapGeneralized random forestsUnnamed ItemCorrelation and variable importance in random forestsPredictive Distribution Modeling Using Transformation ForestsPrediction of extremal precipitation by quantile regression forests: from SNU multiscale teamConsistency of random forestsData Exploration by Representative Region Selection: Axioms and ConvergenceBayesian Regression Trees for High-Dimensional Prediction and Variable SelectionDoubly robust treatment effect estimation with missing attributesConsistent regression using data-dependent coveringsNeural random forestsTree aggregation for random forest class probability estimationAdaptive estimation of multivariate piecewise polynomials and bounded variation functions by optimal decision treesCensoring Unbiased Regression Trees and EnsemblesEstimating a sharp convergence bound for randomized ensemblesUncertainty quantification for Bayesian CARTConsistent estimation of residual variance with random forest out-of-bag errorsUnnamed ItemTowards convergence rate analysis of random forests for classificationRobust Q-LearningModels under which random forests perform badly; consequences for applicationsRandom forest estimation of conditional distribution functions and conditional quantilesAssessing Spillover Effects of Spatial Policies with Semiparametric Zero-Inflated Models and Random ForestsAsymptotic properties of high-dimensional random forests


Uses Software


Cites Work


This page was built for publication: Consistency of random forests