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Iterated BMA and least-angle regression were able to classify well using a far smaller set of features than those chosen by stepwise feature selection.
We estimate the elements of Q s from the data employing a reversible-jump Markov chain Monte Carlo (RJ-MCMC) procedure described elsewhere [ 16] that allows the large number of potential parameters to be reduced to a potentially far smaller set of statistically distinct parameters, and without loss of statistical accuracy or prior knowledge on the part of investigators.
However, it should be noted that we obtained the similar tissue classification result with far smaller set of genes (56) as the classifiers, in comparison with the two previous reports where they used 7396 [ 3] genes and 5592 [ 6] genes on 36 tissue types (from 36 samples) and 45 tissue types (from 115 specimens), respectively.
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The focus of GI's research to date has been on solving the problem of how to make AI systems and agents that can do object or scenario recognition using far smaller sets of data than are normally required.
Efficient sequencing of the complete 'exome' (all transcribed sequences) represents a major current application, but researchers are also focusing their experiments on far smaller sets of genes or genomic regions potentially being implicated in complex diseases [e.g. derived from genome-wide association studies (GWAS)], pharmacogenetics, pathway analysis and so on [ 1, 8, 9].
The table below shows how one region, sub-Saharan Africa, is doing so far (measured against a smaller set of quantitative, as opposed to qualitative, targets).Plainly, it is doing very badly.
Of course, this was a far smaller, lifeless and surreal setting, but to their credit, everyone in the room seemed entertained and bought copies of the book.
The artemisinin data set was far smaller and required a larger data sample for building, selecting and assessing the models.
In microarray data analysis, generally, the number of features in the final feature set is far smaller than the total variables.
Due to these technicalities, 'proteomics' studies in aging research so far focused on smaller sets of proteins and small sample sizes.
Rinsch's film already looks set for a far smaller haul.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com