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Mean Normalized Usage (MNU) of Environmental Covariates for Cubist Soil Property Prediction Models

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DataCite Commons2025-07-18 更新2026-04-25 收录
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https://iastate.figshare.com/articles/dataset/Mean_Normalized_Usage_MNU_of_Environmental_Covariates_for_Cubist_Soil_Property_Prediction_Models/29602499/1
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资源简介:
This dataset and code repository contain the results and scripts used to evaluate the relative importance of environmental covariates across 126 machine learning models predicting a suite of soil agronomic properties for the full soil profile (18 soil properties × 7 depth intervals). Covariate importance is normalized to account for usage frequency of covariate predictors as model rules and linear model coefficients across depth class, covariate type, and analysis scale.
提供机构:
Iowa State University
创建时间:
2025-07-18
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