Here, ScoreThreshold represents the F1 performance score obtained for a class when applying a decision threshold.
After classifying the global and local feature vectors separately, we apply a decision fusion technique to get the final result.
It is often possible to achieve better predictive accuracy using a two-stage approach, where we first use a preprocessing feature selection method and then apply a decision tree building algorithm to the features selected in the first stage.
We applied a decision tool for rationing choices, with a predetermined budget of about US$11 per household per year, to identify priorities of poor people regarding health insurance benefits in India in late 2005.
The Gini index is a measure of the impurity of the split resulting from applying a decision at the node of a decision tree being built to classify the data.
We developed and applied a decision support system (DSS) model that integrated our selected indicators and thresholds to provide a comprehensive quantitative and graphic (geospatial) watershed-based assessment of the ecological condition of selected natural resources in the parks.
Starting with the most similar pair based on sequence homology, we applied a decision tree (Fig. 1) to the first ~1500 most similar pairs, to decide whether a strain should be deleted from our set (Fig. 1).
We apply a decision analytic approach proposed by Glasziou and Irwig (1995) in which both benefit and harm of an alternative treatment are explicitly specified and weighed to determine which patients could profit from this alternative treatment strategy [ 4].
However, if we would apply a decision level (DL) for FB1 of 4,000 μg/kg for the triplex screening assay, then it correlates quiet well with the LC-MS/MS data for maize.
That is, whenever we want, or need, to make an information-based decision, we not only have to search for information, but we also have to filter and then organize it in order to be able to conveniently apply a decision rule.
