Sentence examples for Validating datasets from inspiring English sources

For example, using the bottom-up fashion, one can repeatedly choose a node whose successors are leaves and cut off the successors if the average accuracy of the resulting concept is not worse on the training and validating datasets.

The Mean Absolute Error (MAE) on test data unknown to the model with our best parameter combination was 0.09 (p < 0.0001, p was determined by re-training the model and cross validating datasets with shuffled affinity values).

A validating dataset is used to prune the decision tree as well as to reduce the resulting concept.

The replacement is done only when the accuracy of the resulting concept is not worse on the validating dataset.

Gene expression patterns were determined by both microarray and RNA-seq, thereby providing a global dual platform cross validating dataset.

The HuBMAP consortium will provide standardized and validated datasets that will shed light on how cells are organized.

What is currently lacking is an assessment of significance of comorbidity relationships across the dimensions and through independently validated datasets.

We employed two experimentally validated datasets from the literature, obtained using the GeneNetWeaver software package [17]; one for the model bacterium Escherichia coli (E. coli), and the common baker's yeast Saccharomyces cerevisiae (S. cerevisiae).

An Access®-based software module, the Linkage Data Management Program (LDMP), was developed for this project and used to ensure validated datasets.

Total 36 months: Commencing 01.09.07 – Estimated completion date 31.03.10 Month 0 2: Validate datasets; Raise study awareness; Finalise recruitment procedures Month 3 33: Recruit participants and complete documentation and follow-up Month 34 36: Analysis; Final report; Peer-review publications; Presentations.

LDA was performed on sensor response variables by cross- validated dataset (5- fold) and the classification accuracy was 95%.