From 778350e74d498ececdc965f04169d9cd1fbbd10a Mon Sep 17 00:00:00 2001 From: reidjohnson Date: Thu, 29 Aug 2024 06:39:04 +0000 Subject: [PATCH] deploy: 666dd81a3d896d7285d57630ad62d0e9bd1b9fa7 --- _sources/index.rst.txt | 2 +- index.html | 2 +- searchindex.js | 2 +- 3 files changed, 3 insertions(+), 3 deletions(-) diff --git a/_sources/index.rst.txt b/_sources/index.rst.txt index 5170d93..069839b 100644 --- a/_sources/index.rst.txt +++ b/_sources/index.rst.txt @@ -11,7 +11,7 @@ quantile-forest **quantile-forest** is an implementation of scikit-learn compatible quantile regression forests. - Quantile regression forests (QRF) are a non-parametric, tree-based ensemble method for estimating conditional quantiles, with application to high-dimensional data and uncertainty estimation. The estimators in this package are performant, Cython-optimized QRF implementations that extend the forest estimators available in scikit-learn to estimate conditional quantiles, as described by :cite:t:`2006:meinshausen`. The estimators can estimate arbitrary quantiles at prediction time without retraining and provide methods for out-of-bag estimation, calculating quantile ranks, and computing proximity counts. They are compatible with and can serve as drop-in replacements for the scikit-learn variants. + Quantile regression forests (QRF) are a non-parametric, tree-based ensemble method for estimating conditional quantiles, with application to high-dimensional data and uncertainty estimation. The estimators in this package are performant, Cython-optimized QRF implementations that extend the forest estimators available in scikit-learn to estimate conditional quantiles, as described by :cite:t:`2006:meinshausen`. The estimators can estimate arbitrary quantiles at prediction time without retraining and provide methods for out-of-bag estimation, calculating quantile ranks, and computing proximity counts. They are compatible with and can serve as drop-in replacements for the scikit-learn forest regressors. .. grid:: 1 1 2 2 :padding: 0 2 3 5 diff --git a/index.html b/index.html index efe4334..fedd034 100644 --- a/index.html +++ b/index.html @@ -385,7 +385,7 @@

quantile-forest#

Version: 1.3.9

quantile-forest is an implementation of scikit-learn compatible quantile regression forests.

-

Quantile regression forests (QRF) are a non-parametric, tree-based ensemble method for estimating conditional quantiles, with application to high-dimensional data and uncertainty estimation. The estimators in this package are performant, Cython-optimized QRF implementations that extend the forest estimators available in scikit-learn to estimate conditional quantiles, as described by Meinshausen [Mei06]. The estimators can estimate arbitrary quantiles at prediction time without retraining and provide methods for out-of-bag estimation, calculating quantile ranks, and computing proximity counts. They are compatible with and can serve as drop-in replacements for the scikit-learn variants.

+

Quantile regression forests (QRF) are a non-parametric, tree-based ensemble method for estimating conditional quantiles, with application to high-dimensional data and uncertainty estimation. The estimators in this package are performant, Cython-optimized QRF implementations that extend the forest estimators available in scikit-learn to estimate conditional quantiles, as described by Meinshausen [Mei06]. The estimators can estimate arbitrary quantiles at prediction time without retraining and provide methods for out-of-bag estimation, calculating quantile ranks, and computing proximity counts. They are compatible with and can serve as drop-in replacements for the scikit-learn forest regressors.

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