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Editorial Team
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Editorial Team
Asked: June 9, 20262026-06-09T02:11:57+00:00 2026-06-09T02:11:57+00:00

I need some help in understanding the difference between regression trees and linear model

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I need some help in understanding the difference between regression trees and linear model tree.

Regards

Shahzad

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  1. Editorial Team
    Editorial Team
    2026-06-09T02:11:58+00:00Added an answer on June 9, 2026 at 2:11 am

    A linear model tree is a decision tree with a linear functional model in each leaf, whereas in classical regression tree (e.g., CART) it is the sample mean of the response variable for statistical units in each leaf (hence, a constant) that is being considered. Linear model trees can be seen as a a form of locally weighted regression, while regression tree are piecewise-constant regression.

    For more information on linear model trees, you can consult

    Torgo, L. Functional models for regression tree
    leaves
    .
    In Proceedings of the 14th International Conference on Machine
    Learning
    , pp. 385–393. Morgan Kaufmann, 1997.

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