A Consolidated Tree Structure Combining Multiple Regression Trees With Varying Depths, Resulting in an Efficient Ensemble Model
Elmira Ashoor Mahani,
Koorush Ziarati
Abstract:Regression is a commonly used technique to predict a continuous target value based on a set of input features. Decision trees are hierarchical models that offer high interpretability, fast and precise reasoning, and are also used for regression tasks. However, determining the optimal stopping conditions for decision trees is a complex problem that has attracted significant research interest. Ensemble based modeling is an effective approach for adjusting hyper-parameters, where base models with varying paramete… Show more
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