Forest Guided Smoothing

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Random forests and adaptive nearest neighbors

Yi Lin and Yongho Jeon · 2006

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Quantile regression forests

Nicolai Meinshausen · 2006

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Generalized jackknife estimators of weighted average derivatives

Matias D Cattaneo, Richard K Crump, and Michael Jansson · 2013

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Confidence intervals for random forests: The jackknife and the infinitesimal jackknife

Stefan Wager, Trevor Hastie, and Bradley Efron · 2014

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Supervised neighborhoods for distributed nonparametric regression

Adam Bloniarz, Ameet Talwalkar, Bin Yu, and Christopher Wu · 2016

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Quantifying uncertainty in random forests via confidence intervals and hypothesis tests

Lucas Mentch and Giles Hooker · 2016

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Random forests and kernel methods

Erwan Scornet · 2016

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Understanding black-box predictions via influence functions

Original

Pang Wei Koh and Percy Liang · 2017

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Model agnostic supervised local explanations

Gregory Plumb, Denali Molitor, and Ameet S Talwalkar · 2018

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Generalized random forests

Susan Athey, Julie Tibshirani, Stefan Wager, et al · 2019

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Asymptotic distributions and rates of convergence for random forests via generalized u-statistics

Original

Wei Peng, Tim Coleman, and Lucas Mentch · 2019

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Local linear forests

Rina Friedberg, Julie Tibshirani, Susan Athey, and Stefan Wager · 2020