A structure optimized neural network can provide reliable classification ability and guarantee good generalization capability.
Although accurate classification must be guaranteed, the detection of biomarkers is also important, sometimes even more so than accuracy; otherwise, the (accurate) classification results have only limited significance.
Either the kernel space distorts the semantics of the visual space or the dataset is not linear separable in the kernel space, the classification performance cannot be guaranteed.
Currently developed ROI selection methods have limitation for guaranteeing robust classification performance for focal liver lesions, mainly due to the inherent difficulties that represent all ultrasonic appearances of characteristics of lesion.
It guaranteed that classification testing was performed on independent samples not used for classifier training.
However, a strong association does not necessarily guarantee good classification or discriminatory ability (Jakobsdottir et al, 2009).
However, PIE the search provides more up-to-date PPI information by directly searching PubMed with guaranteed high classification performance.
An important question is at which concentration the cells of the UKN1 test system should be exposed to test compounds to guarantee correct classification.
K is a better estimation of the true classification accuracy, and is guaranteed to be no greater than A (See Materials and Methods).
Although impressive sensitivities and specificities were reported in some case studies, their classification methods have no guarantee to extend to other mass spectral data to maintain a same level performance.
