Sentence examples for a predictor from from inspiring English sources

Once we had collected evaluator ratings for the reference genes, we set out to train a predictor from those ratings through the application of machine learning procedures including linear models (LM), regression trees (RT), neural nets (NN), support vector machines (SVM) [12] and multivariate additive regression splines (MARS) [13].

This is because when taking a predictor from one technology and applying it to another platform, different oligonucleotide probes/sequences are used to represent each gene (and thus may not behave identically), and each technology has unique normalization methods.

Genes identified as significantly differentially expressed and then selected as a predictor from the Random Forest classifier were used in the Ingenuity Pathway Analysis (IPA) software (Ingenuity Systems, Redwood City, CA) to identify biological pathways that the genes are a component of.

Similarly, we calculated the firing rate dependent synchrony (FRDS) as a reference or a predictor for synchrony estimated from the firing rate (Fig. 2 F ).

The Actual regression formulae were calculated based on the regression analysis using the theoretical methylation level as a predictor for the results from CpGlobal.

Bandura (1997) argues that the strength of SE as a predictor comes from its specificity, and therefore research is needed investigating speaking SE.

In fact, we are quite concerned that database screening, done using a predictor derived from a statistical learning algorithm, is subject to procedural demands that may be difficult to maintain.

A predictor generated from a small training set could have a high prediction accuracy on the training set but may lose generalization power when it is validated on an independent testing set.

Therefore, the gene in question will be included in a predictor developed from the first dataset (because it is ranked as 5th) and will work well on validation in the second dataset; but if a new predictor were to be developed from the second dataset, this gene may not be included in the predictor (because it is ranked 35th).

The significant differences between surrounding and HCC tissues after class comparison suggested the possibility of building a multivariate predictor from this gene set.

This suggests that rumination is a powerful predictor from 2 weeks onwards.