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Pocket Data Mining - Big Data on Small Devices (Hardcover, 2014 ed.)
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Pocket Data Mining - Big Data on Small Devices (Hardcover, 2014 ed.)
Series: Studies in Big Data, 2
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Owing to continuous advances in the computational power of handheld
devices like smartphones and tablet computers, it has become
possible to perform Big Data operations including modern data
mining processes onboard these small devices. A decade of research
has proved the feasibility of what has been termed as Mobile Data
Mining, with a focus on one mobile device running data mining
processes. However, it is not before 2010 until the authors of this
book initiated the Pocket Data Mining (PDM) project exploiting the
seamless communication among handheld devices performing data
analysis tasks that were infeasible until recently. PDM is the
process of collaboratively extracting knowledge from distributed
data streams in a mobile computing environment. This book provides
the reader with an in-depth treatment on this emerging area of
research. Details of techniques used and thorough experimental
studies are given. More importantly and exclusive to this book, the
authors provide detailed practical guide on the deployment of PDM
in the mobile environment. An important extension to the basic
implementation of PDM dealing with concept drift is also reported.
In the era of Big Data, potential applications of paramount
importance offered by PDM in a variety of domains including
security, business and telemedicine are discussed.
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