This implies that big data entails the use of tools (classification, clustering, regression algorithms, etc)., techniques (data mining, machine learning, statistical analysis, etc)., and technologies (Hadoop, HBase, MongoDB, etc).
The structure of the data entails elementary restrictions that must be considered in the model choice: E s j x = λ x ; β ∈ 0, 1. ∑ a = 1 A E s a X = 1.
While it is true that these massive amounts of data can play a big part in providing clues to the best way to respond to a situation, accessing the right data entails the challenging task of sifting through the date deluge and filtering out the required information in real time.
The use of parental data entails the assumption that assortative mating, genetic and cultural transmission and gene-environment correlation remain constant from generation to generation [25].
Analyzing supplement data entails complex considerations.
The rapid proliferation of published research data entails a need for consolidation of existing knowledge as exemplified by the growing number of community-acquired pneumonia severity scores.
Defining splicing graphs based on RNA-Seq data entails the additional difficulty that inaccurate or ambiguous read alignments can substantially increase the size of these graphs.
In terms of the Act, fair and lawful processing of such data entails that the data subject give explicit consent unless, among other things, the information is necessary to protect the vital interests of data subject or another person, deliberately made public by the data subject, or is used by a health professional and is necessary for medical purposes.
Since a linear increase in the resolution of image data entails a cubic increase in data size, it is mandatory to devote considerable attention to adequate archiving and computation systems as well as to advanced software for the purpose of 3D visualization and interactive viewing.
In addition, aggregation in this species, which occurs more readily among kin (unpublished data), entails cooperative behavior through the exchange of growth factors that improve cell survival and growth at low density [ 32], making the balance between aggregation, dispersal, and colonization a key feature of their evolutionary history.
