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Second, our method for determining the optimal number of subtypes was based on internal metrics of clustering success, rather than an a priori decision.
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For the rating-based clusters, success rates are higher and range up to (83%).
Assays showing overlapping clusters, success rates below 95% or not obeying Hardy Weinberg equilibrium (p < 0.05) were excluded from analysis.
However, compared with Gaussian clustering the classification success of STRUCTURAMA was much lower.
Congruence between morphological and molecular species limits was 97.8% when using a clustering approach with high bootstrap support and enforcing a monophyly requirement in the molecular results, while clustering and identification success was 99% using clustering with a relaxed bootstrap criterion.
The key to success in clustering lies in the accuracy of the distance (similarity) measure between expanded forms.
In dabbling ducks, nest distributions range from clustered to dispersed and there is conflicting evidence about whether clustering enhances or reduces nest success, although presumably this depends on predator behavior.
Since the targets consists of three clusters, a success rate of (33%) indicates that, on average, one cluster was found and (66%) indicate an average of two clusters.
A similar examination can occur across all clusters of success factors yielding a great deal of detailed information about what should be measured and how.
Based on cluster analysis, success of crosses, and fertility of F1s, accessions PI 475887 and Grif 15036 were selected for subsequent mapping studies using 94 F2 progenies.
Six clusters of success factors emerged from the analysis and were labelled as "data and knowledge", "emotions", "endorsement", "media", "community" and "why and how".
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