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For writer identification systems, the performance is evaluated either using a leave-one-out-approach or by splitting the database into training and test sets, the later being more commonly employed.
To manage the situation, stand-alone systems are implemented by splitting the database and each portion is installed separately in several computers so that the data operators can work with the divided-up files.
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"We're doubling our size every six months, which means I'll have to continue splitting the database," Webb explains.
ORF2 sequences were segregated into overlap and non-overlap databases by splitting the ORF2 sequences between nucleotides 5446 and 5447 for genotypes 1 and 2, between nucleotides 5543 and 5544 for genotype 3 and between nucleotides 5517 and 5518 for genotype 4 (Table S2).
The threshold depth of 50 cm most successfully split the database between upward and downward models.
We split the database into reference set R BP and test set T BP.
In our experiments we splitted the database in ten different nonoverlapped subsets.
In order to use neural networks we had to split the database into a test and trainings set.
This limitation is overcome by splitting up the database into manageable parts, such that each part does not exceed the random access memory limitation on a particular compute node.
The techniques proposed herein are: (i) an algorithm for splitting the database of snapshots generated by the full-order model; (ii) a method for solving quasi-symmetrical matrices; (iii) a strategy for reducing the frequency of the projection.
The price to pay for splitting the database is a reduction in statistical power.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com