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New algorithms, data integration strategies, and increasing amounts of single cell genomics data provide exciting opportunities to model dynamic regulatory states at unprecedented resolution.
Fifth, novel data integration strategies are used throughout the project.
As has been shown recently, such data integration strategies saves both time and money [ 19].
The good agreement of the two approaches reinforces the message that computational approaches are stable with respect to different data integration strategies and modeling assumption.
Performance of two data integration strategies: "weight"- weighted kernel matrices; "simple"- one kernel matrix by concatenation of the two data types (see methods).
However, in the future it may be possible to automate the annotation process itself through data integration strategies that combine information from remote data sources, such as genome or transcription factor databases, with experimentally derived information about a particular part (Lister et al., 2009).
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A multi-source data integration strategy was followed to reduce inconsistencies in land cover change detection that result from the comparison of historical aerial photographs and satellite images.
The methodology developed for this study consists of a data integration strategy for the THIN relational schema, and reusable modules for patient selection, event selection, event correlation and exposure definition.
As more data from a broader range of models are acquired, the need for a comprehensive data integration strategy is growing.
Since we follow a federated data integration strategy by using Web Services, the autonomy and up-to-dateness of all systems is granted at any time.
Zhao et al., [ 21] applied a unique multi-species evidence-based data integration strategy using genetic and genomic datasets for alcoholism from four species (humans, mice, C. elegans and Drosophila).
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