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In practice, hard constraints are computationally expensive, and regularization provides good interpretability.
The results show that the proposed model has both good interpretability and accuracy.
The KDIS model is well suited for fault detection and diagnosis due to its sparsity and good interpretability.
However, compared to 1D-PCs, 2D-PCs are of surprising symmetry, stable regularity, good interpretability, and have little computational complexity in real applications.
In this context, the QSAR/QSPR model must satisfy two quality standards: high prediction accuracy, preferably evaluated with an external dataset, and good interpretability, evaluated from a physicochemical point of view.
Both ST-GAM and LST-GAM can fully utilize many different types of data, such as spatial and temporal data, geographic data, demographic data, etc. ST-GAM can be easily estimated by available algorithms and has good interpretability.
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A high C50 indicates good speech interpretability.
Experimental analysis on the sparsity and efficacy of low dimensional outputs shows that, sparse dimensionality reduction based on SELF can yield good classification results and interpretability in the field of hyperspectral remote sensing.
features) Best performance RF SVM NB Unprocessed Yes – Yes Yes – Folded – Yes – – – Filtered Yes Yes Yes – Yes Unprocessed fragments yield random forest (RF) models and support vector machine (SVM) models with good performance and retain interpretability, but require a high computational cost.
Among the representatives in machine learning models, a DT is a model equipped with reasonably good general ability and interpretability [ 5, 12- 14].
The experiments show that the proposal obtains good results, improving significantly the interpretability measures over the rest of the algorithms, while achieving competitive accuracy.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com