Sentence examples for independent validation dataset from inspiring English sources

The reference dataset was used as the hypothesis generating dataset, and genes with a FDR adjusted p-value < 0.1 were included in the gene set that was subsequently validated using the independent validation dataset.

Gene sets that were validated by the independent validation dataset were matrix metalloproteinases (MMPs) and pathways involved in MMP regulation, the uPA system and pathways involved in uPA regulation, and HIF1α regulated invasion and angiogenesis.

In the case of our study, we were provided only with a small set of SNPs for the independent validation dataset (EIRA), thus we cannot validate all conditional independence relations found in the NARAC dataset.

Partial least squares using three components (PLS-3) was the best performing model in the training dataset cross-validation (root mean square error, RMSE = 0.443) and was validated further in an independent validation dataset (n = 13) obtaining a performance within the 95% CI of that obtained in the training dataset (RMSE = 0.645).

Even though only 59 out of 168 lncRNAs were present in the independent validation dataset, we sought to validate our ER-positive profile.

A random stratified sampling design was used to collect an independent validation dataset.

This cut-off value was then validated with two independent validation datasets.

Independent validation datasets were compelling for both pure elemental models (0.904) and auxiliary input models (0.953).

We show that those methods are overfitting as they work poorly on independent validation datasets from multiple genes.

Model performance of MIR spectral predictions for carbon was good, with an R2 of > 0.95 and RMSEP of 4.3 g kg− 1, when using an independent validation datasets.

We show that the multivariate approach significantly increases the prediction accuracy for schizophrenia, bipolar disorder, and major depressive disorder in the discovery as well as in independent validation datasets.