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Fig. 7 Time series data ratio for different update modes.
In Figure 9, the data ratio S M / (d ·n) for the number n of replicas is shown where f w = 0.8. Figure 10 shows the data ratio S Q / (d ·n) for the number n of the replicas.
Through detecting the generated model, changing the model and iteration times and data ratio, and then conducting data training, the optimal model and data ratio are obtained after comparing the test results.
The relationship between the data characteristics of the two algorithms and the effective data ratio is shown in Fig. 8.
How to disperse the data size efficiently and decrease the data ratio is a real problem for engineers.
The relationship between the classification accuracy of the two algorithms and the effective data ratio is shown in Fig. 7.
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HQAM is less complex and does not introduce any overhead, but permits only fixed data ratios between the priority layers.
For expression data, ratios equal to or greater than 2 were considered up- or down-regulated.
For cDNA microarray data, ratios were globally normalized by array and median-centered by gene.
Raw data was normalized, LOESS correction applied and the data ratios calculated using DEVA v1.01 Software (Roche NimbleGen).
We also observed statistically significant positive correlation (Additional file 1: Figure S2) between SNP 6.0 data ratios and exome depth of coverage ratios.
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