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We also used datasets available at the JAMSTEC data portal (http://www.godac.jamstec.go.jp/dataportal/), which mainly consists of data obtained by R/V Mirai between 2000 and 2010 (see Additional file1 for the list of used datasets).
We compared our small RNA sequences to six piRNA datasets, available at the time of analysis, from the adult mouse testis: pachytene spermatocytes, round spermatids and type A spermatogonia [ 17], MILI- and MIWI-immunoprecipitated piRNAs and total small RNAs [ 16].
As not all of these have been validated and many are not polymorphic in the general populations, we used one of the largest whole-exome sequencing reference datasets available at the time of the design, comprising over 32,000 samples, to annotate and filter these variants based on the observed minor allele counts (MACs).
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The datasets available at this point essentially are not sufficient to assign any biological function to the small RNAs, and as a matter of fact, the functions of a large number of long non-coding RNAs are not well understood.
Moreover, we performed experiments using Iris, a well‐known multivariate real dataset available at the UCI ML repository 2010.
Additionally, the framework has been evaluated against the open-source Dodgers dataset, available at the UCI machine learning repository, and against the R statistical toolbox.
In this work, the HAR system has been mainly trained and tested using the REALDISP Activity Recognition dataset, available at the UCI Machine Learning Repository [24].
Using the most complete dataset available at the UCI dataset repository, we demonstrate that most of the techniques available in Weka produces results close to the best ones reported in the literature.
The dataset, available at the U.S. government archive (http://www.archives.gov/federal-register/electoral-college/), includes the state voting outcome from the 51 voting entities (50 states plus the District of Columbia) for the past 10 presidential elections.
This was necessary because HYPRES's models were developed on the full dataset available at the time, and reliability can only be tested on independent data.
A PCa gene expression profile dataset available at the cBioCancer Genomics Portal (GSE21032) (Taylor et al, 2010) was used for this analysis.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com