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Important to the discussion are the issues of classification performance, model interpretation, and validation in the context of fMRI.
Although resources to conduct model calibration and testing are typically scarce, these practices should be encouraged to improve model interpretation and for confident application in different decision-making contexts.
This provides OPLS with the advantage, compared to other generalized inverse regression models, that it facilitates model interpretation and visualizations of both types of variations [26].
In principle, the least complex among several types of regression methods leading to good predictions should be chosen, in order to favour model interpretation and to avoid overfitting.
Finally, only four out of the seven parameter sets that predicted both perturbation experiments correctly were used for subsequent model interpretation and analysis.
Reducing the complexity of a model and obtaining an easier model interpretation and a possible improvement in prediction can be achieved by the variable selection.
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In Carnap's case predicate constants are the only primitive constants to which the models assign values, since individual constants are given a fixed pre-model interpretation and value assignments to variables are done independently of the models (1963a).
Industrial applications include subseismic fault modeling, fractured reservoir modeling, interpretation and validation of fault connectivity and reservoir compartmentalization, depleted area and fault reactivation, and pressurized wellbore stability.
A flowchart and tables were developed to guide model interpretation, refinement, and proper application considering intended model uses (i.e., Exploratory, Planning, and Regulatory/Legal).
BYL contributed to the conceptualization and design of the model, interpretation of results, and drafting of the manuscript.
The model interpretation is simple and intuitive: it reflects which genes express in the early times and which ones in the late times after the hormone treatment.
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model view and
model perception and
model reading and
example interpretation and
model characterization and
model construction and
model translation and
model interpreter and
model upbeat and
model respect and
model daughter and
model inspiration and
model gratitude and
model mentor and
model interpretability and
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