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From the observation that RF also showed a considerable classification error rate (71,31%) it could be presumed that the given clinical subphenotypes are inadequate or not sufficient to serve as sole class predictors.
A metabolic pathway with considerable classification potential was found to be the methionine-/polyamine cycle.
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However, subsequent evaluation of the precise abnormality requires active recollection, and this conscious process revealed an interesting variability: for abnormal erythrocyte forms there was a considerable agreement in classification; however for white cells the classification assigned differed markedly between participants.
The proposed adaptive learning approach, in particular, yields considerable improvement in classification accuracy.
The proposed algorithm was evaluated on three diverse datasets, namely TPCH, PKDD and UCI benchmarks and showed considerable reduction in classification time without any loss of prediction accuracy.
This leads to considerable variation in classification and diagnosis.
We present here a support vector machine that reliably classifies the reading direction of a structured RNA from a multiple sequence alignment and provides a considerable improvement in classification accuracy over previous approaches.
Those less familiar with CTs should realise that this us a class of methods including many different approaches, and that these different approaches may result in considerable differences in classifications.
Texture and mineralogical properties are used for sandstone classification, though considerable debate exists as to which properties to emphasize.
The presence or absence of this structure on the vertebrae of the posterior third of the body has been of considerable importance in snake classification because large groups of species show this as a common characteristic.
The finding that headache day frequency within an individual changes substantially over time poses a considerable challenge to headache classification, diagnosis and subsequently clinical management.
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