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A good match was almost completely predictive of a good experience, so we will refine our algorithm.
Knowing these sources of error could help practices and/or public health agencies design strategies to improve data quality and/or further refine our algorithm to mitigate these errors.
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Our reason for setting such a high target is because we worked out if we can get a minimum of 3,000 women to pre-order that will give us tremendous data to work with to refine our algorithms.
We can continue to refine our algorithms, but we also put a lot of effort into methods of getting more ratings from more people.
"We've reviewed more than 80 million alleged links to pirated content in the last month alone, and we have refined our algorithm to demote sites that receive high numbers of copyright takedown requests," a spokesperson told the Guardian.
For predicting potentially novel miRNAs, we also greatly refined our algorithm.
It would be informative to validate and possibly refine our suggested algorithm for type 1 versus type 2 diabetes using data from studies with comprehensive physiological measurements on all patients (although even these studies sometimes suffer from controversy regarding their classification schemes).
Regardless of the mechanism by which codon bias affects expression, systematic analysis of the relationship between gene sequences and expression will be a powerful tool to refine our design algorithms, both for E. coli and other expression hosts.
By analyzing the other data as well as modifying our algorithm, we can refine our results.
Strategies to rescue ambiguous sequences have recently been applied to high-throughput sequencing data, and we have refined our previously described algorithm (Faulkner et al., 2008) to work efficiently with large data sets.
"This quarter, we further refined our machine-learning algorithms in order to better identify and act on accounts demonstrating abusive behavior.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com