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- W4387652178 abstract "We introduce Locally Interpretable Tree Boosting (LitBoost), a tree boosting model tailored to applications where the data comes from several heterogeneous yet known groups with a limited number of observations per group. LitBoost constraints the complexity of a Gradient Boosted Trees model in a way that allows us to express the final model as a set of local Generalized Additive Models, yielding significant interpretability benefits while still maintaining some of the predictive power of a Gradient Boosted Trees model. We use house price prediction as a motivating example and demonstrate the performance of LitBoost on a data set of N=14382 observations from 15 different city districts in Oslo (Norway). We also test the robustness of LitBoost in an extensive simulation study on a synthetic data set." @default.
- W4387652178 created "2023-10-16" @default.
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- W4387652178 date "2023-10-01" @default.
- W4387652178 modified "2023-10-16" @default.
- W4387652178 title "Locally interpretable tree boosting: An application to house price prediction" @default.
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- W4387652178 doi "https://doi.org/10.1016/j.dss.2023.114106" @default.
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