Data Science and Big Data Computing Frameworks and Methodologies

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  • Engels
  • Paperback
  • 9783319811390
  • 31 mei 2018
  • 319 pagina's
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Samenvatting

This illuminating text/reference surveys the state of the art in data science, and provides practical guidance on big data analytics. presents techniques for machine learning for big data, and identifying duplicate records in data repositories;

This illuminating text/reference surveys the state of the art in data science, and provides practical guidance on big data analytics. Expert perspectives are provided by an authoritative collection of thirty-six researchers and practitioners from around the world, discussing research developments and emerging trends, presenting case studies on helpful frameworks and innovative methodologies, and suggesting best practices for efficient and effective data analytics.

Topics and features:

  • Reviews a framework for fast data applications, a technique for complex event processing, and a selection of agglomerative approaches for partitioning of networks
  • Discusses a big data approach to identifying minimum-sized influential vertices from large-scale weighted graphs
  • Introduces a unified approach to data modeling and management, and offers a distributed computing perspective on interfacing physical and cyber worlds
  • Presents techniques for machine learning in the context of big data, and describes an analytics-driven approach to identifying duplicate records in large data repositories
  • Examines various enabling technologies and tools for data mining, including Apache Hadoop
  • Proposes a novel framework for data extraction and knowledge discovery, and provides case studies on adaptive decision making and social media analysis

This comprehensive volume is a valuable reference for researchers, lecturers and students interested in data science and big data, in addition to professionals seeking to adopt the latest approaches in data analytics to gain business intelligence for strategic decision-making.

Productspecificaties

Inhoud

Taal
en
Bindwijze
Paperback
Oorspronkelijke releasedatum
31 mei 2018
Aantal pagina's
319
Illustraties
Nee

Betrokkenen

Hoofdauteur
Mahmood, Zaigham
Hoofdredacteur
Zaigham Mahmood

Overige kenmerken

Editie
Softcover reprint of the original 1st ed. 2016
Extra groot lettertype
Nee
Product breedte
155 mm
Product lengte
235 mm
Verpakking breedte
155 mm
Verpakking hoogte
18 mm
Verpakking lengte
235 mm
Verpakkingsgewicht
5212 g

EAN

EAN
9783319811390

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