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From Big Data to Knowledge

An Ontological Approach to Big Data Analytics

Bibliographic Data

ID4074190
AuthorsErik W Kuiler (0009-0004-6896-2051, Systems Made Simple, Inc, corresponding author)
Year2014
Volume31
Issue4
Pages311-318
Publication date2014-07-01
Open AccessYes
TypeARTICLE
VenueReview of Policy Research (JOURNAL)
Journal identifiersISSN: 1541-132X • E-ISSN: 1541-1338
PublisherWiley (PUBLISHER • GB)
DOI10.1111/ropr.12077
OpenAlexW1863628336
LanguageEN
Citations received1
References cited9

The introduction of Big Data sets in the healthcare domain has presented opportunities to engage in analytics of very large sets containing both structured and unstructured data. With advances in information technology (IT), these data sets have become available from diverse sources at greatly increased rates. The availability of Big Data sets has introduced complexities that we must address, not only in terms of semantics and analytics but also in terms of data management, storage, and distribution. Currently, the capabilities to ingest, analyze, and manage multipetabyte data sets have underscored the limitations of our analytics capabilities supported by relational database management systems. This essay argues that an ontology-based approach to data analytics provides a practical framework to address the semantic challenges presented by Big Data sets. No ontological framework can address the operational and management requirements introduced by the availability of Big Data sets, however. There are also a number of IT architectural factors that must be considered in implementing such a framework

Analytics · Data Analysis · Data mining · Data science · Domain (mathematical analysis · Knowledge management · Ontology · Programming language · Semantics (computer science · Computer Science · Data Quality and Management · Mathematics · Scientific Computing and Data Management · Semantic Web and Ontologies

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Citations per year0.17
Citation span2020 - 2020 (1)
Highly citedNo

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