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The weighing scheme used was an application of the TermFrequency tf) vs. InverseDocumentFrequency idf) transform, the same scheme used by Dumais and other [1, 19, 21 25].
The regions where all models are in good agreement are highlighted by the Huber weighing scheme in space, thus providing an interesting indicator of where each of the candidate models agreed.
These very nice performances led our ASM-V 2015.0 IGRF candidate model to contribute as one of the models finally used to build the official 2015.0 IGRF model, its contribution at high northern latitudes having been down-weighted by the weighing scheme decided by the task force (see Thébault et al. (2015b)).
Because bias can exist with this method when estimates are based on small sample sizes and skewed allele frequencies [70], we used the weighing scheme of Jorde & Ryman [71] to provide an estimate of Ne with our dataset.
One way to arrive at an objective, empirically based weighing scheme is to use the observed preponderance of functional annotations in established GWAS hits as a guide to weighting of 'near hit' GWAS SNPs.
If needed, a weighing scheme was used for highly recurrent polymorphisms.
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However, weighing schemes in IR do not consider the label information which is available at sentiment analysis datasets.
However, as part of future research, it would be important to investigate different feature weighing schemes.
Many model building methods have been applied for predicting biological activities based on structural similarities, such as neural networks (Burden, 1996), fuzzy adaptive least squares (Moriguchi et al., 1992), inductive logic programming (King and Srinivasan, 1997) and frequency-based fragment weighing schemes (Carhart et al., 1985).
The first key issue is to improve statistical power for detecting damaged functionalities, which may be achievable by developing more proper weighing schemes for SNPs within a gene or genes within a pathway by leveraging a priori biological information from multiple sources or integrating different omic data (e.g., GWAS, microarrays and proteomics).
Moreover, the weighed scheme can be regarded as one kind of the resource allocations, which is general.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com