000 02427nam a22002417a 4500
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020 _a9789811257117
050 _aQA 76.9
_b.G87 2024
100 _aGupta, Brij B.,
_eauthor.
245 _aBig data :
_bmanagement and analytics /
_cBrij B. Gupta, Mamta.
260 _aSingapore :
_bWorld Scientific Publishing Co. Pte. Ltd.,
_c2024.
300 _axxix, 257 p. :
_bill. ;
_c24 cm.
440 _aWorld Scientific series on future computing paradigms and applications ;
_vvol. 1
504 _aIncludes bibliographical references and index.
520 _a"With the proliferation of information, big data management and analysis have become an indispensable part of any system to handle such amounts of data. The amount of data generated by the multitude of interconnected devices increases exponentially, making the storage and processing of these data a real challenge. Big data management and analytics have gained momentum in almost every industry, ranging from finance or healthcare. Big data can reveal key insights if handled and analyzed properly; it has great application potential to improve the working of any industry. This book covers the spectrum aspects of big data; from the preliminary level to specific case studies. It will help readers gain knowledge of the big data landscape. Highlights of the topics covered include description of the Big Data ecosystem; real-world instances of big data issues; how the Vs of Big Data (volume, velocity, variety, veracity, valence, and value) affect data collection, monitoring, storage, analysis, and reporting; structural process to get value out of Big Data and recognize the differences between a standard database management system and a big data management system. Readers will gain insights into choice of data models, data extraction, data integration to solve large data problems, data modelling using machine learning techniques, Spark's scalable machine learning techniques, modeling a big data problem into a graph database and performing scalable analytical operations over the graph and different tools and techniques for processing big data and its applications including in healthcare and finance"-- Provided by publisher.
650 _aBig data.
650 _aDatabase management.
650 _aData mining.
700 _aMamta,
_eauthor.
942 _2lcc
_cBK
999 _c366419
_d366419