Thus, the results shown in Table 4 may contain a portion of overestimation of model fit in the discovery dataset analysis results, indicating that bias could be embedded in predictive modeling when using the association tests approach in marker selection.
Detailed analysis of the tree using the free-ratio model of codeml did, however, identify a number of branches with ω values higher than 1.0, the strongest evidence being found in the lineage leading to Strepsirrhini (branch a, Figure 5), consistent with the full vertebrate dataset analysis results.
This sequencing dataset and analysis results will serve as a valuable resource for identifying the key genes and pathways involved in the response to osmotic stress in Py. haitanensis.
Finally, empirical studies conducted on two benchmark face datasets vindicate our analysis results.
Among the four reconstruction methods conducted (MP, ML-Garli, ML-RAxML, BI) on the mitochondrial dataset, BI analysis resulted in the least resolved tree.
Additionally, the discriminant weight of the descriptors in PSSM-DT-based protein representation is calculated based on the benchmark dataset and the analysis results show that pair(R, R), pair(R, P), pair(P, R) and pair(A, R) are the top four most discriminative amino acid pairs.
Fifteen imputed datasets were created and analysis results were averaged across these datasets [ 36].
We selected ORT to be the best method for these PCa microRNA expression datasets considering the consensus analysis results.
Therefore, 59 sequences were compiled into dataset 1. Table 2 presents the analysis results of dataset 1.
Section 4 briefly depicts the extent of the wage dispersion in our dataset and presents the analysis results.
