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State of the art.
If something is state of the art, it is the most up-to-date model incorporating the latest and best technology.
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Our vision is a "Doctor-in-the-Loop" system for biomedical experts that allows leveraging of state-of-the-art data analysis algorithms via intuitive visual interfaces, and fosters the communication of respective findings to interested stakeholders such as medical experts, patients, and their next-of-kin.
State-of-the-art data analysis provides lists of involved genes, either by calculating significance levels of mRNA abundance or by Bayesian assessments of gene activity.
It's appropriate that the MediaBook, as an educational tool, very effectively uses graphics to teach about DNA microarrays, because today's state-of-the-art data analysis tools feature powerful graphics capabilities as well.
The aim of this work is to assess quantitatively the accuracy of prediction obtained with state-of-the-art data analysis techniques for BC microarray data through an independent and thorough framework.
The NB distribution is also used in state-of-the-art data analysis methods [ 24, 28] and, thus, all important features of data, such as time-dependent gene-wise over-dispersion, can be automatically taken into account when constructing the likelihood function.
The benefits of a hyphenated mass spectrometry platform and a detailed overview of the entire experimental pipeline from sampling, sample storage and sample list set-up to LC-MS measurements and the generation of meaningful results with state-of-the-art data-analysis software will be thoroughly discussed.
Subsequent sections in this paper discuss some of the basic definitions, provide an overview of the various preprocessing methods and state-of-the-art data processing tools for multivariate analysis that are widely used in Raman and IR spectroscopy.
For example, several studies [114, 145] used k-means as an example to analyze the big data, but not many studies applied the state-of-the-art data mining algorithms and machine learning algorithms to the analysis the big data.
state-of-the-art data gathering scheme such as the RS introduced in [10].
The OpenTox prototype established a distributed state-of-the-art data warehousing for predictive toxicology.
The field facilities included a state-of-the-art data acquisition system which collected wind, pressure and force data.
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