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Therefore, to avoid inflated performance estimates on imbalanced data sets, we calculated the balanced accuracy too.
The balanced accuracy, which avoids inflated performance estimates on imbalanced datasets, was used in GENN as a fitness function.
Given the widespread utilisation of the UMAT for selection into medical, dental and allied health courses in Australia and New Zealand such practice effects need further evaluation at the level of individual item level data to ascertain the extent to which they might represent inflated performance or a true increase in competence on re-testing.
With its proposals to encourage the concentration of "AAB+" students at the most selective universities, the government is ensuring that the inflated performance of privately educated pupils in qualifying examinations will give them greater access to those universities than is merited by their performance when at them.
Another class of problem has to do with the choice of the "negative" control group of genes used in the algorithm for prediction, leading to inflated performance measures [48], [49], [50], [51].
On a cautionary note, the automated IFS scheme is likely to invoke a "selection bias", whereby features are optimal for that particular data set, leading to inflated performance figures [ 19].
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This does not mean that every single individual of this group has inflated performances.
If so, the system would fiddle with settings to inflate performance.
The ruling stems from a 2008 case against Zurich Financial Services, which the S.E.C. accused of artificially inflating performance figures for a subsidiary.
Many investment funds are judged by how they perform during the calendar year or during each quarter, both by their customers and by various ratings firms, so it can be quite beneficial to inflate performance before a quarter's end.
The SEC also fined New York-based startup Hedgeable, a company with $81 million in assets under management, for inflating performance figures for its service.
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