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The method may query instances whose hyperplane does not intersect the VS and therefore may not be informative.
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For instance, users may query PhenomicDB for genes annotated with a certain disease, and explore their phenoclusters to find genes which have not been associated with this disease so far.
You can also choose the logical operators combining the query instances.
That is, given a set of n instances P={ p1,…, p n } in a metric space X with a distance function d, a neighborhood query is a procedure that returns the instance in P closest to a query instance q∈ X.
For instance, a data source with the Entrez Gene identifier system may be queried for interactions by using gene identifiers, another data source with the UniProtKB identifier system by using protein identifiers.
Shoppers may wish to query its purity and quality, though.
Your report in Word may, for instance, contain an Excel spreadsheet that regularly queries a Microsoft SQL server for data from every division of a company.
The interactions between query domain instances are made based on very stringent sequence alignment to the structural template domain instances.
Even though reducing the time spent to build the trees, the lower resultant fat-factor may benefit query execution by reducing the number of distance calculations and disk accesses to run, for instance, nearest neighbor queries.
While this emphasis on stringent sequence similarity between template and query domain instances in transferring interaction results in significant improvement on prediction performance, it also draws attention to the large sequence variation among domain instances which may limit conventional DDI-based approaches.
We then predict the possible PPIs from interacting query domain instances.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com