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With 40 frames assembled as a query example, the accuracy achieves 74% within top-4 and 90% within top-5.
From Table 4, we can see that the proposed DMF outperforms the other methods and the classification accuracy achieves over 86%.
Especially ensemble learning classifier like Rotation Forest, in combination with diverse modifications by our own to guarantee diversity and accuracy, achieves the best performance in all cases.
This approach while retaining accuracy, achieves significant efficiencies in the computational time when many fast occurring reaction are present, compared to SSA and other existing hybrid methods [ 50, 51].
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Measurement accuracy achieved was 1/50 of an electron charge.
Charge measurement accuracy achieved is 1/50 of an electron charge.
Charge measurement accuracy achieved is 1/24 of an electron charge.
The results of the accuracy achieved by FBA in these scenarios are reported in Table 1.
Ashutosh says the accuracy achieved is almost good enough to be used in a production system.
His accuracy, achieved with life casts and calipers, dovetailed with the scientific bent of Enlightenment thinkers, who were his subjects.
Third, the high accuracy achieved by cross-platform validation obviates the need for secondary validation (Fig. 3, Supplementary Note 7).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com