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update cite meaning
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chhoumann committed Jun 13, 2024
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Expand Up @@ -212,7 +212,7 @@ \subsubsection{Discussion of Testing and Validation Strategy}
In our initial and optimization experiments, we prioritize cross-validation metrics to evaluate the models.
This strategy mitigates the risk of overfitting to the test set by avoiding a bias towards lower \gls{rmsep} values.
Conversely, for the stacking ensemble experiment, we emphasize test set metrics to comprehensively assess the ensemble's performance, while still considering cross-validation metrics.
This approach aligns with standard machine learning conventions\cite{geronHandsonMachineLearning2023}.
Using cross-validation for initial model selection and tuning experiments aligns with standard machine learning conventions\cite{geronHandsonMachineLearning2023}.
In the initial experiment, cross-validation metrics serve as thresholds for model selection.
During the optimization phase, only cross-validation metrics guide the search for optimal hyperparameters.
For the stacking ensemble experiment, both cross-validation and test set metrics are evaluated, with a primary focus on the \gls{rmsep} metric.
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