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Unlike the spin-down example, when predicting the RTT, every prediction causes the next RTT to be set to a different value and that influences every event that happens thereafter.
The ability to characterise these parameters will support a wider use of these hygro-thermo-chemical-mechanical models, especially for those applications in which humidity and temperature profiles significantly influence the structural response, for example when predicting curling in industrial pavements and non-uniform shrinkage profiles in composite steel-concrete slabs.
For example, when predicting the load for the year of 2012, we use the data from 2011 to 2016 excluding 2012 as the training data to estimate the parameters of the model.
We have not considered competing risks in our proposed methods and simulations, which will be important for example when predicting lifetime risks.
For example, when predicting Srf binding sites in heart, even the best methods analyzed above achieve an AUC only slightly better than random.
The plot may also exhibit outliers, which can be caused by inappropriate extrapolation of the relative hazard, for example when predicting with a function of continuous covariates such as an FP or spline.
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A key example of this is the performance of both sets of markers when predicting Finnish samples; AIMs predict no samples correctly, even at larger numbers of markers.
When predicting the target value for a previously unseen example, traverse the learned decision tree from the root according to the descriptive attribute values of the new example until reaching a leaf, which predicts the target attribute value.
The AUC score is shown for each of the 14 PSWM sets when predicting operons using the positive and negative examples of operon members of E. coli.
Such problems arise, for example, when a natural language parser needs to predict the correct parse tree for a given sentence, when one needs to optimize a multivariate performance measure like the F1-score, or when predicting the alignment between two proteins.
For example, when used to predict only recessionary periods, "hybrid" models "win" in 7 of 11 cases, when condensing findings across all "windowing" approaches, estimation methods, and models, while model averaging does not "win" in a single case.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com