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Due to those high-dimensional data, such as electronic medical records, would lower the homogeneity between data items, we used a divide-and-conquer approach to classify patients into relatively uniform within each groups.
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If there are discrepancies between publications about a data item, we will use the data presented in the main trial publication (the publication that includes the results for the primary outcome) or the first chronological publication reporting that data item.
Other algorithms search data banks to detect similarities between data items.
The configuration servers keep the matching information between data items and data locations in route table.
WinFS aims to provide such a data model and the runtime infrastructure that can be used to store the data, as well as the relationships between data items according to the data model, doing so at a satisfactory level of performance.
Additionally, any identified relationship between data items should be mapped to a corresponding relationship between concepts.
These techniques offer the potential to derive adaptive systems from diverse data sets, discover latent connections between data items and to predict outcomes.
The eagle-i framework includes a Data Collection Tool and a Search application that are both ontology-driven, providing structured vocabulary and enabling logical connections between data items.
Another analysis method specifically relying on ontologies and their annotations is the use of similarity measures to determine the 'semantic' distance and proximity between data items [ 95].
Data correlation analysis to discover the hidden relationships between different data items and datasets.
It also transpired that the relationships between CIF data items described by these DDL terms were not detailed or rigorous enough to accommodate everyone's requirements.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com