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To accomplish this, the indicator function, which typically maps each data point to a specific bin, was improved to allow each data-point to be assigned to several bins, with weights obtained from a B-spline function summing to one (schematically shown in Additional file 1: Figure S1).
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In the future, this will be improved to formulate the resource assignments via a bin packing problem formulation for more realistic results.
MetaCluster-TA outperforms MetaCluster 5.0 as a binning tool since binning itself can be more sensitive and precise given long virtual contigs and the binning results can be improved using the reference taxonomic database.
Until baggage service is improved, I want to put my luggage in the same place the crew stores theirs — the overhead bins.
The applicability of conventional gene finders to metagenomic contigs can be improved by binning contigs and reads into separate phylogenetic scaffolds, e.g. by their oligonucleotide signature [ 3].
What needs to be improved?
It needs to be improved!".
The robustness can be improved by setting the lowest bins to zero before applying the transform.
The process helps to identify contamination "hot spots" where recycling can be improved through better signage or bin placement.
The memory usage can be improved by setting a smaller bin size parameter, since reads are processed per bin.
This could potentially be improved by running more random trials prior to confirming contracts, or using a number of other bin packing algorithms.
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