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This could be "true" variability with biomarkers responding to contaminant inputs that have changed among the four sampling times.
Their concrete and quantitative nature made them useful in triggering discussions during the meetings and in electronic communication with stakeholders, thus helping in evoking reactions, discussions and inputs that have contributed to improving the storylines.
In contrast to the slightly 34S-enriched igneous contributions, sulfur inputs that have cycled through microbial sulfate reduction are characteristically depleted in 34S (Δ34SSO4-H2S Δ34SSO4-H2S[19],[20].
The elimination of unnecessary inputs that have negligible contribution to the prediction will lead to a simplification in the data-gathering phase and an enhancement to the model; it also eases the interpretation of results.
The most important point in this paper is that after ANN is trained using some experimental samples, it has given approximately correct outputs for some of experimental inputs that have not been used in the training.
It is based on a sensitivity analysis, which identifies inputs that have negligible influence on the computed infrared signature and can be set at a constant value, and on a quasi-Monte Carlo survey of the code output dispersion.
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In ε-SVM regression, the algorithm finds a hyperplane in a transformed space of the inputs that has at most ε deviation from the output y values.
Of course, there were some inputs that had to be imported because it was simply not feasible to produce them domestically.3.3
As we discuss in Section 6, these predictions from the teacher can actually be much more informative than the original 0/1 class labels because they impart the relationship between different classes and inputs that has been internalized by the teacher.
We also thank the two anonymous reviewers for constructive comments and input that have improved the manuscript.
"The secretary believes that, out of respect for that process and all the input that has gone into it, that it is the most appropriate thing to keep that process in place, to continue the review," Kirby added.
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