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Empirical comparison with several other existing feature selection methods shows that the backward elimination variant of CSA leads to the most accurate classification results on an array of data sets.
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After fast growth through acquisitions and mergers, executives in a global beverage company were hampered by a complex array of data sets that limited their ability to make timely and fact-based decisions.
A permissible distribution of health information via blockchain could make available for the first time in history a wide array of executable data sets for these highly specialized, trusted, narrow AI agents, with the ultimate goal not just of aggregating and analyzing data, but of bettering the care delivered to patients everywhere.
Because BUNCH needs a SAXS curve as input to run, we simply simulated a large array of SAXS data sets in order to run BUNCH.
But it's these technologies, coupled with the vast array of big data sets, that may soon capture information not only about your online shopping habits and behaviors, but what data it can infer about your interests and intent to purchase.
Overall, this study characterized heterogeneous features of chromothripsis-like events through a large-scale analysis of oncogenomic array data sets and provides a better understanding of clustered genomic copy number patterns in cancer development.
In an analysis of 27 Arabidopsis array data sets, ca. 10% (219/2286) of the genes that consistently respond to nitrate in roots correspond to transcription factors, and of those the third most represented family was the NACs group [ 34].
To assess the behavior of the algorithm for small samples, the four sets of 100,000 artificial arrays were subdivided into 1,000 data sets of 100 arrays, 2,000 data sets of 50 arrays, 4,000 data sets of 25 arrays, and 10,000 data sets of 10 arrays.
Through a large-scale analysis of oncogenomic array data sets, this study characterized features associated with genomic aberrations patterns, compatible to the spectrum of "chromothripsis -definitions as previously used.
For survival analyses, the compendium of gene expression array data sets of breast cancer was previously compiled, with subtypes assigned as described elsewhere.
Previous, biology-driven analysis of the array data sets identified a hierarchy in PPAR α-activating potency [ 8] (Hooiveld et al., manuscript in preparation).
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