Exact(5)
This can be done by ranking the markers according to some usefulness criterion and using only the top m markers in the prediction model defined by Equation (2).
We ignored a combination of hybrid performance and expected selection gain, i.e., the usefulness criterion, which was previously used (Zhao et al. 2015) because the usefulness criterion is mainly influenced by the hybrid performance.
Table 8 Discussion of usefulness Criterion Characteristics of the planning model and the software prototype Applicability (model and instantiation) The case based on real-world data, which we presented in Sect.
The worst RMSE came from a single decision tree and was essentially identical to the standard deviation (SD) of the test set solubilities; the remaining nine methods gave prediction RMSE well below the sample SD, and thus fulfilled the usefulness criterion.
Thus, we see no reason to deviate from the fairly well established view that current machine predictors are neither poor enough to fail the usefulness criterion (RMSE around 1.8 log S units in this study), nor good enough for their achievements to be limited only by the uncertainty in experimental solubility data (RMSE approximately 0.6 0.7) [9].
Similar(55)
120 listed indicators are evaluated using four usefulness criteria, demonstrating significant weaknesses in the available indicators.
Eckman et al. (1990) classified intrinsic criteria used for making garment purchase decisions into aesthetic criteria, usefulness criteria, and performance and quality with extrinsic criteria.
Variability in the reference standard of insulin deficiency across studies also led to further uncertainty around findings limiting direct usefulness of criteria.
The usefulness of this criterion is also limited in the diagnostic situation.
The usefulness of this criterion is exemplified by allowing tip angles of bubbles to be determined numerically.
In the context of topic 1 (cf. Table 12), we can note that system-generated questions that are relevant to discussion topic 1 have a strong positive correlation with the criterion "Usefulness" (r = 0.76).
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