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We focus on the crucial step of deciding which cluster definition or definitions to use at the analysis stage, as this has consequences for all subsequent analytic and interpretational challenges with potentially clustered data.
On Cluster definition and population: Qiang Lu, Jack G. Conrad, Khalid Al-Kofahi, William Keenan, "Legal Document Clustering with Build-in Topic Segmentation," In Proceedings of the 2011 ACM-CIKM Twentieth International Conference on Information and Knowledge Management (CIKM 2011)(Glasgow, Scotland), ACM Press, pp. 383-392, 2011.
The rural-fringe designation means that the school is located in a "territory that is less than or equal to 5 miles from an urbanised area, or a rural territory that is less than or equal to 2.5 miles from an urban cluster" (Definition from http://nces.ed.gov/surveys/ruraled/definitions.asp retrieved 1/24/14).
It has been widely recognized that clusters in CIRs are groups of MPCs having similar larger-scale property, such as time of arrival or ToA, angle of arrival or AoA, and amplitude decay; nevertheless, there still is a surprising lack of agreement concerning of a cluster definition.
This approach permits a flexible cluster definition that can be applied to most effectively identify non-random or non-uniform sequence motif distribution.
From the initial list of 384 variants, 21 SNPs (5.4%) were discarded due to failed genotyping (no PCR amplification, insufficient intensity for cluster separation or poor cluster definition).
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These two perspectives have divergent implications when deciding whether clustering must be accounted for analytically and how to select among candidate cluster definitions, though the perspectives are by no means monolithic.
Emphasis is placed on both qualitative and quantitative aspects corresponding, respectively, to the clinical interpretation of cluster definitions, and the robustness or sensitivity of the classification procedures to changes in patient profiles over time.
Again, for flies kept in the dark (DD) the same exemplars and similar cluster definitions were found, even though the DD treatment induces significant shifts in the patterns of expression of many compounds.
Based on the error-wiped pedigrees from Category 1, MERLIN was used to generate 1000 replicates of simulated genotype data under the null hypothesis of no linkage, applying the same marker map, allele frequencies, LD-corrected cluster definitions and haplotype frequencies (generated from the original scan with the, cfreq option), and missing data pattern as the actual data.
The cluster definitions were based on those defined by Yu et al [ 74].
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