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Coefficients (also called loadings) can be used to determine the importance of individual descriptors to the variation in the dataset and so derive interpretations, but it is worth bearing in mind that PCA is not statistically robust [7] and changes to the dataset can substantially affect the PC composition, hindering their detailed chemical interpretation.
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Statistical NLP has only recently begun to be concerned with deriving interpretations usable for inference and question answering (and as pointed out in the previous subsection, some of the literature in this area assumes that the NL text itself can and should be used as the basis for inference).
Early evidence of construct validity was demonstrated through the correspondence between the empirically derived interpretation of the variable with that posited a priori by subject matter experts.
Biologists are co-opting mathematical and computational techniques developed to address these data and derive meaningful interpretations.
Experimental results are analyzed on the basis of theoretical calculations, which allow to derive suitable interpretations of spectral data.
To derive meaningful interpretations from raw time-oriented data (known as temporal abstractions), we used the knowledge-based temporal-abstraction method.
The clear record of the final stages of sedimentation and ancient pedogenesis within profiles of soils in bipartite sediments may help to derive paleoclimatic interpretations from the last interglacial - glacial cycle till present.
As a prerequisite to derive meaningful interpretations of the behavioral and functional imaging data on-line response behaviour and questionnaires indicated that all of the 20 participants believed in the setting, i.e. they believed to really interact with the partners on-line.
In fact, a thorough definition of the construct underlying 'high quality teaching' is needed to create an evaluation tool and derive meaningful interpretations from the data obtained.
On the contrary, the advantage of L1-regularized classifiers over L2-regularized classifiers is the ability to derive biological interpretations, as shown on a few examples in the next subsection.
However, to address the points raised by Obel et al. (2), we provide the data stratified by gender, with the caveat that the sample size available becomes too small in the unrelated group to derive meaningful interpretations.
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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