Sentence examples for Synthetic data collection from inspiring English sources

The optimal value of t sim  was calculated using tests on the realistic synthetic data collection described in the Data section; root mean squared error was minimised at t sim  = 0.32.

A single synthetic data collection consisted of genotyping, phenotyping, and gene expression for 100 such sub-networks with two characteristic parameters: number of traits and noise level; in all cases we used 100 individuals ('Materials and methods').

Figure 5B presents the accuracy for synthetic data collections of varying levels of noise (using the sub-networks from Figure 5A with 5 or 7 traits).

Yet, all synthetic bulk data collections were still generated using the original (complete) scRNA-seq data.

Results of tests on several collections of realistic synthetic data and two collections of previously characterized prokaryotic data show that MITSU consistently outperforms deterministic EM and the SEAM algorithm for motif discovery in terms of site-level positive predictive value and generally performs at least as well in terms of overall correctness of results, based on ROC analysis.

MITSU is evaluated quantitatively on realistic synthetic data and several collections of previously characterized prokaryotic TFBS sequences and shown to outperform an EM-based algorithm and the SEAM algorithm, most notably in terms of site-level positive predictive value.

The algorithm is evaluated quantitatively on realistic synthetic data and several collections of characterized prokaryotic TFBS motifs and shown to outperform EM and an alternative sEM-based algorithm, particularly in terms of site-level positive predictive value.

Finally, the proposed method is tested with a collection of synthetic data from simulation as well as flight experiments using real data from DJI Matrice 100 and Guidance.

For instance, in the collection of 10,000 synthetic data sets in which we planted two full-strength Crp transcription factor binding sites per intergenic region, we have 9,985 true positive intergenic regions at the 99.9% specificity level (see Figure 3).

Mean absolute error (MAE) and root mean squared error (RMSE) for five collections of realistic synthetic data at varying levels of motif conservation.

Mean site-level sensitivity (sSn), positive predictive value (sPPV) and area under the ROC curve (AUC) for five collections of realistic synthetic data at varying levels of motif conservation.