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These constraints often indicate similarity or dissimilarity relationships between data objects of the same type.
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Metadata management includes: data object standards and definitions, identifying relationships between data objects, providing accuracy, completeness and timeliness measurements, standards of documenting and reporting.
Graph databases are useful when relationships between data objects are possibly more important than data.
Standard AHC methods require that all pairwise distances between data objects must be known.
Kernels encode the similarity between data objects (Shawe-Taylor and Cristianini, 2004; Campbell and Ying, 2011).
Specifically, an object in the database must belong to a particular class, its attributes are constrained based on its class, and relationships are set between data objects.
The clustering analysis is used to infer new relations between data objects that were not previously present in the data.
Overall, the generated cluster tree preserved distance measurements between pairs of data objects, having a cophenetic correlation coefficient of 0.97.
To evaluate if the classification presented in the dendrogram correlates well with the distance measurements between pairs of data objects, the cophenetic correlation coefficient (c) was calculated [ 49].
The paper describes a parallel-I/O extension of the Universal Access Layer, a multi-language interface used for exchange of standardized data objects between Integrated Tokamak Modeling (ITM) codes.
First of all, as the monitoring window slides, the numeric values of data objects may vary greatly between the window units (s_{mathrm{exp}}) and (s_{mathrm{new}}).
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