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This method for selection of C for mi-SVM can potentially lead to over optimistic performance estimates.
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Thus, the training and testing sets might contain recordings around the same area having quite a similar auditory scene, leading to over-optimistic performance.
Whenever CV is combined with feature selection, special care must be taken to avoid any bias leading to over-optimistic performance estimates.
We avoided over-optimistic performance estimates by removing sequence similarity between proteins used for method development (training/cross-training) and testing.
It has been shown that reporting only event-based metrics may lead to over-optimistic performance and a new metric has been proposed here to accompany the event-based metrics.
In other studies, the testing data is allocated but they still report results by averaging over training and testing data which similarly leads to a significantly over-optimistic performance assessment (Aarabi et al., 2007).
Similarly, ELM adds literature annotation for known 14-3-3-binding 14-3-3-binding 14-3-3-binding 14-3-3-bindingon phosphositesis perhaps over optimistic.
We excluded vacuolar proteins for MultiLoc2 and plasma membrane proteins for LocTree (thereby providing over-optimistic upper performance levels for those methods).
They got a little over optimistic.
Commonly used 'random split' partitioning might lead to an overly optimistic performance estimate.
67 Validation with the same participants used to develop a model results in overly optimistic performance.
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