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Then, it is a dangerous detected failure (true alert).
Another approach for finding reliability is to relate reliability with the true alert rate of IDS.
Note that dangerous detected failures (true alert) are not as dangerous as dangerous undetected failures.
The approach of assigning reliability based on true alert rate requires the ground truth knowledge.
In this projection, this alert can be confidently labeled as a true alert, which was later confirmed via chart review of the VS time series.
In this approach, it is assumed that the IDS having highest true alert rate and lowest false alert rate will be assigned highest reliability and, thereby, given highest weightage in fusion process, while all other IDS is assigned relative reliability value based on their true alert rate and false alert rate.
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To reduce effort of clinicians adjudicating vital sign alerts as true alerts or artifacts.
Even true alerts are often triggered by low level of threats such as brute-force password guessing and SQL injection attempts.
Warning: this post contains minor spoiler alerts — mainly that the penultimate episode of season 3 of Game of Thrones contains something major, worthy of a true spoiler alert.
Since we aimed to maximize the number of true positive alerts (i.e. alerts predicted as overridden which would actually be) and to minimize the number false positive alerts (i.e. alerts not overridden the next day which are predicted as overridden), we respectively maximised positive predictive value and specificity introducing weighing factors of misclassification.
However, in case of true primary alerts, neighbour node sends large number of secondary alerts that provide a belief on primary alert.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com