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Books > Computing & IT > Applications of computing > Databases
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Models of Computation for Big Data (Paperback, 1st ed. 2018)
Loot Price: R1,747
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Models of Computation for Big Data (Paperback, 1st ed. 2018)
Series: Advanced Information and Knowledge Processing
Expected to ship within 18 - 22 working days
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The big data tsunami changes the perspective of industrial and
academic research in how they address both foundational questions
and practical applications. This calls for a paradigm shift in
algorithms and the underlying mathematical techniques. There is a
need to understand foundational strengths and address the state of
the art challenges in big data that could lead to practical impact.
The main goal of this book is to introduce algorithmic techniques
for dealing with big data sets. Traditional algorithms work
successfully when the input data fits well within memory. In many
recent application situations, however, the size of the input data
is too large to fit within memory. Models of Computation for Big
Data, covers mathematical models for developing such algorithms,
which has its roots in the study of big data that occur often in
various applications. Most techniques discussed come from research
in the last decade. The book will be structured as a sequence of
algorithmic ideas, theoretical underpinning, and practical use of
that algorithmic idea. Intended for both graduate students and
advanced undergraduate students, there are no formal prerequisites,
but the reader should be familiar with the fundamentals of
algorithm design and analysis, discrete mathematics, probability
and have general mathematical maturity.
General
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