Programming Big Data Applications: Scalable Tools and Frameworks for Your Needs - Rilegato

Talia, Domenico; Trunfio, Paolo; Marozzo, Fabrizio; Belcastro, Loris; Cantini, Riccardo

 
9781800615045: Programming Big Data Applications: Scalable Tools and Frameworks for Your Needs
Rilegato
ISBN 10: 1800615043 ISBN 13: 9781800615045
Casa editrice: World Scientific Pub Co Inc, 2024

Sinossi

In the age of the Internet of Things and social media platforms, huge amounts of digital data are generated by and collected from many sources, including sensors, mobile devices, wearable trackers and security cameras. These data, commonly referred to as big data, are challenging current storage, processing and analysis capabilities. New models, languages, systems and algorithms continue to be developed to effectively collect, store, analyze and learn from big data.Programming Big Data Applications introduces and discusses models, programming frameworks and algorithms to process and analyze large amounts of data. In particular, the book provides an in-depth description of the properties and mechanisms of the main programming paradigms for big data analysis, including MapReduce, workflow, BSP, message passing, and SQL-like. Through programming examples it also describes the most used frameworks for big data analysis like Hadoop, Spark, MPI, Hive and Storm. Each of the different systems is discussed and compared, highlighting their main features, their diffusion (both within their community of developers and among users), and their main advantages and disadvantages in implementing big data analysis applications.

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Editore
World Scientific Pub Co Inc
Data di pubblicazione
2024
Lingua
Inglese
ISBN 10 
1800615043
ISBN 13 
9781800615045
Rilegatura
Copertina rigida
Numero di pagine
275
Contatto del produttore
non disponibile
Persona responsabile
non disponibile