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We use boosting to construct improved privacy-preserving synopses of an input database.
Cycles 27, 558 566 (2013).This study creates a global N input database by country and several major crops and found no convergence in N use among countries.
At first, the input database is given to the PCA algorithm to reduce the dimension of the data.
For the primer pair tested, ecoPrimers calculates a taxonomic coverage, which is the number of amplified target species relative to the total number of target species in the input database.
In designing the CEPAR algorithm, the main themes were efficiently using the redundancy of data in the input database to reduce the amount of work and eliminating load imbalance to achieve high scalability.
Specifically, in the pre-processing phase, we first extract some statistical information from the input database, and use the extracted information to determine the values of some variables which will be used in the ESM phase.
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The clustering tool works on self-organizing maps (SOMs also known as Kohonen networks that are commonly applied to obtain a pattern on input databases.
Due to huge input databases, Bonchi et al. [8] propose data reduction techniques and they have been proven to be quite effective in cases of pushing convertible constraints into a level-wise computation.
Since all three input databases predict functional association between genes also our integrated network reflects functional similarity of genes rather than physical binding of protein products.
For further investigating the sources of redundancy we calculated the correlations of scores from the input databases for the portion of the redundant data (Table 2).
The CTS input databases are renewed monthly for new DB updates (e.g. HMDB, LipidMaps, KEGG).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com