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The added value of the present manuscript is the application of recursive feature elimination for selecting relevant classifier descriptors, a technique described by Vapnik and associates (Machine Learning, 46: 389–420022002), a heuristic selection of attributes, and several, sometimes not entirely specified improvements to the methods, applied to a greater dataset.
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Within the great dataset, we identified 13 individuals as hybrids.
Additionally, the data structures within NAViGaTOR were designed to maintain a small memory footprint in order to provide greater scalability for large datasets.
Meta-analysis of microarray data combines independent microarray expression studies to create very large datasets with greater statistical power [ 1, 2].
RNA-seq generates large datasets of great complexity, the comprehensive interpretation of which requires a reliable bioinformatic pipeline.
Both RNA-seq technologies mentioned above provide large datasets of great complexity, which require a reliable bioinformatics pipeline to effectively convert the initial data into biologically relevant information.
The commonly used strategy of allocating 2/3rd of cases for training was close to optimal for reasonable sized datasets (n ≥ 100) with strong signals (i.e. 85% or greater full dataset accuracy).
Especially in cosmology, the IRAS Point Source Catalog PSCC) has provided a great homogeneous dataset of galaxies which has driven statistical studies drastically.
These results were supported by estimating the correct species tree topology and reasonable branch lengths for an empirical 10-locus great ape dataset.
However, to enable further matching of cultivable isolates to metagenomic sequences, the environmental microbiology research community will need to begin to establish greater sequence datasets for MLST target genes within cultivable isolates that reside in culture collections.
This study is based on a sub-sample (296 larvae) of a large AFLP dataset of great pine weevils comprising 367 individuals, including adults and larvae, collected in 20 localities throughout Europe [ 14, 25].
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