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In addition, both of the two new datasets (added in this revision) also include more vacillations in free choice trials than in forced choice trials, and both these datasets were individually statistically significant.
We strongly believe that the new datasets added upon revision not only elucidate the biological significance of these complexes in mammals in more detail; they also highlight a beautiful analogy of the MSL-specific function in Drosophila and mammals to keep the X chromosome active.
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Consistency of results using a variety of different datasets adds confidence to the conclusions.
Combining the datasets adds power to the QTL analysis, and if the underlying gene is the same, the resulting confidence interval is reduced.
The most recent dataset added to BAliBASE is Reference 9 [ 18], which includes protein families with linear motifs often found in disordered regions that are difficult to align.
In each iteration, we rescued the sentences that expressed real transporting relationship in unlabeled dataset, added them into positive set to construct new training dataset, and then obtained the classification results from tenfold cross-validation experiments on the new training sets.
If the parameters were incorrect in a small dataset, adding data will not solve the problem.
For dataset 3, it was determined that four profiles should exist within the dataset; adding more clusters did not increase the effectiveness of the context detector.
For dataset 2, it was determined that two sensor profiles existed within the dataset; adding more clusters did not increase the effectiveness of the context detector.
However, we found that in our dataset adding weights did not yield significant additional information and thus restricted ourselves to an unweighted representation.
While our initial experiments were focused on very specific recordings such as the ones in the Sound Events dataset, adding more examples allowed us to generalize to a wide variety of recordings.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com