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Here, the best DER values have been reached with high λ and θ values.
In contrast, the low values of these parameters have led to high DER values.
Consequently, the high SPK values contribute sharply to obtain high overall DER values.
Table 3 exhibits the different DER values obtained with ILP algorithm for different Bayesian Information Criteria (BIC) parameters.
It is important to mention that the DER values obtained in all experiments of this work are the overall diarization error rates which can be calculate as the averages of the individual DER per episode multiplied by the duration of the episode.
Finally, the DER values of 9,784 genes that are not regulated by miRNAs and 8,979 target genes of miRNAs were obtained.
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Indeed, on the dev1 dataset, the c-sid system has reached the best overall DER value (7.1%) compared to the TLBO algorithm (7.249%).
In addition, the best overall DER value (11.5%) has been achieved by c-sid system (with a threshold δ = 1.5) on the ESTER dataset against 12.3% for the TLBO algorithm.
We found that FGFR1 is indeed frequently differentially expressed, with the DER value of 0.684.
The DER value of a gene is its frequency of differential expression in multiple microarray studies (see Methods section).
GNAS has a high frequency of differential expression - differentially expressed in more than 69% of GEO dataset in which it was measured (DER value equals to 0.691).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com