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As pointed out by Cormack [22] and Almeida et al. [7], in order to provide a fair evaluation, we consider the most important measures, the Matthews correlation coefficient (MCC) [36] and the weighted accuracy rate ((text{ Acc}_mathrm{w})%) [13] achieved by each filter.
In order to provide a fair evaluation of the performance of various methods, indicators are used.
For computational data analysis, we also need large-scale comparisons to provide a fair evaluation of different methods.
When applying the algorithms, we followed the instructions and recommendations given in the software manuals as closely as possible to provide a fair evaluation.
Finding the most efficient set of options for each program and each dataset is a lengthy process, so although we did our best to tune options and provide a fair evaluation, in some cases different options may yield better performance.
In evaluating new tests it is important to avoid scenarios where there is a high pre-test probability of the condition one is testing for (in this case quadriceps loss assessed by RFCSA) to provide a fair evaluation of the test.
Thus, to provide a fair evaluation of our models against the ShARe/CLEF corpus, we applied them only to a subset (i.e., 135 and 76 records from the training and test sets, respectively) which contains terms mapped to concepts within the "heart disease" subtree of SNOMED CT.
His thought process: carving out significant minutes for a player will provide a fairer evaluation than just divvying up the playing time.
Here our emphasis is on providing a fair visual comparison.
Having access to the client's business information, the accountant can likely provide a fair business evaluation as well.
The yearly organized DREAM challenges allow for a fair evaluation and unbiased comparison of these methods.
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