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Within the great dataset, we identified 13 individuals as hybrids.
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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.
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.
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].
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.
"Speech recognition 15 years ago wasn't that great without datasets".
Success at all fields will heavily rely on the ability to explain these large-scale and great diversification datasets, which drives us to adopt advances in computing methods.
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).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com