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In the comparison, the DLBCL and Carcinoma datasets are validated using leave-one-out validation; and the remaining datasets are validated using three-fold cross validation.
However, only a tiny portion of drug-targets in current datasets are validated interactions.
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Finally, the capacity of approach in handling groups of missing features and unbalanced datasets is validated on many artificial datasets and on two real datasets and it is compared with some similar approaches.
In addition, the precipitation end products inferred from all of these datasets were validated through micro-CT imaging that provided direct evidences of physical changes, including precipitate distribution and geometry.
The 60-gene profiles obtained from the training datasets were validated by all and ER-positive patients in Veridex dataset.
The 60-gene profiles obtained from Rosetta and the combined datasets were validated by an independent dataset generated by Wang et al at Veridex, LLC [ 25].
The results of the gene expression profiling of both Cln1-/ and Cln5-/ datasets were validated by quantitative real-time PCR analysis of selected genes (data not shown).
In most cases, large sets of microarray data were compiled for a specific or for a subset of conditions, and stable genes identified within these datasets were validated and recommended for future use.
The model based on the derivation dataset was validated by comparing its performance in the validation sample.
The models developed using the PATENTS dataset were validated using fivefold CV as described in details elsewhere [48].
The bidirectional promoter dataset was validated by CAGE experimental evidence.
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CEO of Professional Science Editing for Scientists @ prosciediting.com