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The aim of this paper is to develop a general framework for training neural networks (NNs) in a distributed environment, where training data is partitioned over a set of agents that communicate with each other through a sparse, possibly time-varying, connectivity pattern.
In the example shown in Fig. 4, data from a relational database about customer orders is partitioned over three different sites in such a way that each site is assigned distinct customer numbers, while products data is replicated over the sites (i.e., identically copied).
Hierarchical Analysis of Molecular Variance (AMOVA), as executed in Arelquin 3.1 [ 45], was used to determine how contemporary genetic variation is partitioned over the range of G. maculatus.
It is partitioned over the expected number (dl + 1)(d−1) of shared segments and, therefore, taking into account the finite length of the chromosome, the expected length of an individual segment is l/(dl + 1) = 1/(d + 1/ l), not 1/ d.
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Tables cannot join with themselves, and all joined tables must be partitioned over the same value.
Although the paper focuses on workflows, the method can be applied to other distributed systems whose components are to be partitioned over a set of clouds.
To alleviate this issue and to make the system scalable to designs with higher complexity (e.g., using better receivers), the DUV can be partitioned over multiple FPGAs.
This paper describes an alternative to ad-hoc approaches – a method that determines all ways in which applications structured as workflows can be partitioned over the set of available clouds such that security requirements are met.
Finally, VoltDB [30] has a larger number of restrictions in place: it is not possible to use the having clause, tables cannot join with themselves, and all joined tables must be partitioned over the same value.
A classic marine example of incipient speciation in sympatry is that of the intertidal snail Littorina saxatilis comprising genetically distinct ecotypes (with different shell morphologies), which are partitioned over a gradient of tidal height [3] [5].
It is of note that all inserted coils were detected during planning CT and showed no migration, which means the coils were in a stable, fixed position, during the interval between the planning CT and the completion of treatment, which was partitioned over the course of several days.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com