STELLAEducation and Information Technologies - Cloud computing is the next generation of on-demand information technology services and products that deliver various applications over the Internet. Cloud...Badie,
False alarms that are issued too frequently reduce the trust of decision-makers in the algorithm, and lead to avoidable negotiations that tie up the resources and decrease the credibility of the supplier. The AUC serves as a cutoff-independent metric to compare the quality of different models ...
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The algorithm used to construct decision trees is called ID3 by J.R. Quinlan. It employs a top-down learning method with no backtracking through possible branch spaces. The pseudo-code for Decision Tree is as follows (Saxena 2017): (1) Choose the most suitable attribute for the tree's ...
Fortunately, the LGBM algorithm outperforms those results, and most of the selected algorithms reached an accuracy greater than Timaran-Pereira et al.11 proposal. It is suitable to mention that Timaran-Pereira et al.11 did not use other performance metrics such as AUC, F-Score and Precision ...
The right panel shows uncertainty in the suitability projections for current climatic conditions, expressed as the among-algorithm standard deviation in predicted suitability, averaged across ten datasets. Countries that have submitted NOTSYS notifications and undertaken rapid eradication are highlighted in ...
In actual implementation, we also make use of recent techniques such as dropouts [42] (see Supplementary A.3 for further detail). Algorithm 1 DeepCare forward pass 1: Input: EMRs as sequences of sets of diagnosis, intervention codes, admission type and time lapse. 2: for each step t ...
By using a one-way analysis of variance (ANOVA), authors clustered those countries using the K-means algorithm with three component analysis (PC3). Although the model could not capture the mortality rate, it was able to arrange those countries based on the number of confirmed COVID-19 cases...
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The ML algorithm provides a risk classifica- tion and also allows for the estimation of the accuracy of the prediction. Also, in many cases the case managers need to convince their superiors of the need of investing in rehabilitation interventions for a particular customer. The risk estimate ...