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As mentioned previously, STEM clustering provided six significant clusters with relatively uniform cardinality.
Robust logistic regression with clustering provided the same result because hierarchical modelling and the results were more straightforward to interpret.
In fact, methylation-based clustering provided similar discrimination of prognostically different subgroups as intrinsic subtyping based on IHC.
Compared with the intrinsic subtypes, methylation-based clustering provided somewhat better distinction of patients differing in outcome based on log-rank P values.
Advanced analyses including ANOVA, principal component analysis, and hierarchal clustering provided a global synopsis of gene expression relationships among the different developmental stages of the schistosome parasite.
Having determined that 1) univariate analysis did not provide adequate predictors and 2) that hierarchical clustering provided superior prediction of outcomes, we next sought to determine why this was the case.
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Figure 15 shows that the RSS clustering provides a little improvement over the no-clustering case.
We find both Jaccard's and Sorenson's with Group Average clustering, and Simpson's with Ward's clustering, provide biogeographically informative outcomes, as does Infomaps.
Clustering provides a promising way to build a scalable, reliable, and high-performance WAP gateway architecture.
Clustering provides an effective way for prolonging the lifetime of a wireless sensor network.
Clustering provides an intermediate level of organization between the molecular and cellular scales.
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