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Cloud-Based RDF Data Management (Paperback)
Loot Price: R1,108
Discovery Miles 11 080
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Cloud-Based RDF Data Management (Paperback)
Series: Synthesis Lectures on Data Management
Expected to ship within 10 - 15 working days
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Resource Description Framework (or RDF, in short) is set to deliver
many of the original semi-structured data promises: flexible
structure, optional schema, and rich, flexible Universal Resource
Identifiers as a basis for information sharing. Moreover, RDF is
uniquely positioned to benefit from the efforts of scientific
communities studying databases, knowledge representation, and Web
technologies. As a consequence, the RDF data model is used in a
variety of applications today for integrating knowledge and
information: in open Web or government data via the Linked Open
Data initiative, in scientific domains such as bioinformatics, and
more recently in search engines and personal assistants of
enterprises in the form of knowledge graphs. Managing such large
volumes of RDF data is challenging due to the sheer size,
heterogeneity, and complexity brought by RDF reasoning. To tackle
the size challenge, distributed architectures are required. Cloud
computing is an emerging paradigm massively adopted in many
applications requiring distributed architectures for the
scalability, fault tolerance, and elasticity features it provides.
At the same time, interest in massively parallel processing has
been renewed by the MapReduce model and many follow-up works, which
aim at simplifying the deployment of massively parallel data
management tasks in a cloud environment. In this book, we study the
state-of-the-art RDF data management in cloud environments and
parallel/distributed architectures that were not necessarily
intended for the cloud, but can easily be deployed therein. After
providing a comprehensive background on RDF and cloud technologies,
we explore four aspects that are vital in an RDF data management
system: data storage, query processing, query optimization, and
reasoning. We conclude the book with a discussion on open problems
and future directions.
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