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- W4288287573 abstract "In this paper we develop a new machine learning estimator for ordered choice models based on the random forest. The proposed Ordered Forest flexibly estimates the conditional choice probabilities while taking the ordering information explicitly into account. In addition to common machine learning estimators, it enables the estimation of marginal effects as well as conducting inference and thus provides the same output as classical econometric estimators. An extensive simulation study reveals a good predictive performance, particularly in settings with non-linearities and near-multicollinearity. An empirical application contrasts the estimation of marginal effects and their standard errors with an ordered logit model. A software implementation of the Ordered Forest is provided both in R and Python in the package orf available on CRAN and PyPI, respectively." @default.
- W4288287573 created "2022-07-28" @default.
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- W4288287573 date "2019-07-04" @default.
- W4288287573 modified "2023-10-18" @default.
- W4288287573 title "Random Forest Estimation of the Ordered Choice Model" @default.
- W4288287573 doi "https://doi.org/10.48550/arxiv.1907.02436" @default.
- W4288287573 hasPublicationYear "2019" @default.
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