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The problem is so complex that most computers can't keep up, but the Singapore team has developed efficient algorithms and data-mining strategies that generate predictions and select the best response within seconds.
This memory-based approach uses similarity, correlation or distance metrics to extract the predictions and select the best recommendations.
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Firstly, we assigned MPSS tags as well as 70 mers of the oligonucleotide arrays to the current rice RAP2 gene predictions and selected genes that show significant expression levels (see Methods).
To remedy these problems, we focused on a limited set of MHC class II alleles for which good predictions exist, and selected those available in the TEPITOPE method [81].
(DOCX 11 MB) 13321_2014_38_MOESM5_ESM.zip Additional file 5: Table S4.: The Bayesian models for targets are shown in (a-e) and shows the target prediction charts and selected binders for targets with at least 3 examples.
LOO-CV again yielded relatively poor prediction errors and selected low numbers of k nearest neighbours as compared to the more stringent cross-validation schemes due to overfitting tendencies.
Using all these 6 modules (black, brown, green, pink, red, and yellow), we calculated all the pair expression correlations from target relations using sequence-based target prediction results and selected 254 miRNA-mRNA interactions by anti-correlation.
We explored target genes of individual miRNA by using the Diana-microT 3.0 target prediction program, and selected the genes with the miTG score ≧ 20 as the set of highly reliable targets.
For feature selection, we used the scores computed by each prediction method to rank and select features.
These results show that horses choose between vegetative patches of a good and similar quality according to the predictions from optimal foraging models, and select the one that they can ingest faster.
To validate and select specific predictions from our ranked list of 1,338 environmental chemicals, we measured how enriched top-ranking chemicals were for annotated disease-chemical citations in for diseases of interest ("Prostate Neoplasms", "Breast Neoplasms", and "Lung Neoplasms").
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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