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Data-intensive applications will thereby get an additional improvement of performance due to better utilisation of fast memory and less shuffling of data between the GPU and the host computer.
We note that the data shuffle kernel achieves an overall occupancy of 84.5%; a global memory load efficiency of 100%, which is as expected due to our use of linear coalesced reads; and a global memory store efficiency of 33%, which is due to shuffling of data for polyphase decomposition, as we discussed earlier.
This requires very little shuffling of data over the network, resulting in decreased demand for network I/O bandwidth.
One major benefit of the MapReduce approach is the ability to focus solely on the computation, and not the shuffling of data between processors.
We assessed the significance of PLV with 2 different surrogate methods: one is based on random shuffling of data and the other on random resampling of data.
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As far as I see the authors infer that distributions follow scale free power law behavior simply from the fact that the fits are significant and that shuffling of the data do not result in significant fits.
Methods for assigning significant scores using the original MI scores and shuffling of the original data (Hoffman et al., 2003; Shackelford and Karplus, 2007) can also help in obtaining more meaningful results.
We generate 6400 total data, and to form each shuffled set of data, we take the following steps: (i) choose a subset of the full set of cells to consider (in those analyses where the number of cells was varied), (ii) choose a random subset of the data as training data, usually 400 data, (iii) choose a nonoverlapping random subset of the data as testing data, usually 800 data.
This is consistent with the recent data indicating that shuffling of P. furiosus genetic material is caused by mobile genetic elements [ 18, 19, 32, 33].
Based on our data one could suggest that there are limitations to shuffling of exons that code functional protein sites.
A total of 1,000 randomizations was done by shuffling the data of participants between groups.
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