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Generalization estimates for the soil characterization data (including REE) based on the the three sets of data (bulk composition, pXRF, and color sensor).

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Figshare2025-01-10 更新2026-04-28 收录
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https://figshare.com/articles/dataset/Generalization_estimates_for_the_soil_characterization_data_including_REE_based_on_the_the_three_sets_of_data_bulk_composition_pXRF_and_color_sensor_/28186940
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Root mean squared errors (RMSE) and the coefficient of determination (R2) are provided for both the average and optimized test-train splits, calculating using a binned stratification resampling procedure to reduce potential bias from the train-test split in the Extremely Randomized Trees (ET) model. The values represent the results after 500 sampling iterations, illustrating both the expected (average RMSE) and best-case (optimized RMSE) model performance.
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2025-01-10
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