Sentence examples for dataset integration from inspiring English sources

We present a Bayesian method for the unsupervised integrative modelling of multiple datasets, which we refer to as MDI (Multiple Dataset Integration).

The steps cover (i) legacy data identification and collection, (ii) data selection, (iii) database development and population, (iv) data harmonization and display, and (v) dataset integration.

We also highlight the importance of standardization and the challenges associated with dataset integration in the drive to build a systematic framework for effective harnessing of plant metabolic diversity.

The source dataset integration augments the network mainly in PPIs.

For brevity, we refer to our approach as MDI, simply as a shorthand for 'Multiple Dataset Integration'.

Due to this inherent heterogeneity, the way in which the human PPI network expands via multiple dataset integration has not been comprehensively analyzed.

A general review of the most recent computational tools for performing large-scale datasets integration is also presented, together with a possible framework to guide the design of systems biology experiments by microbiologists.

Moreover, desirable advanced features such as resilience to hardware problems, the ability to re-use intermediate datasets, integration with HPC cluster resources, etc. must all be written from scratch.

In this paper, we have discussed some of the key considerations and challenges facing the discovery of omics-based molecular signatures of clinical phenotypes, such as good experimental design, careful data procurement, avoidance of over-fitting, validation on independent datasets, and integration of multiple datasets and data types.

Further, as biology becomes ever more an information science dependent on large-scale datasets, the integration of bioinformation databases has become a top priority in life-science research.

The Nobeoka Thrust Drilling Project (NOBELL) was begun in 2011 (Figure 1) to clarify the deformation patterns of the megasplay fault and to obtain geological and geophysical datasets for integration among previous studies, observations from the outcrop, and ocean drilling of the modern megasplay fault (Hamahashi et al. 2013; Fukuchi et al. 2014).