Data Stream Management: Processing High-Speed Data Streams by Minos Garofalakis,Johannes Gehrke,Rajeev Rastogi PDF

By Minos Garofalakis,Johannes Gehrke,Rajeev Rastogi

This quantity specializes in the speculation and perform of data move management, and the radical demanding situations this rising area poses for data-management algorithms, structures, and purposes. the gathering of chapters, contributed through gurus within the box, deals a finished advent to either the algorithmic/theoretical foundations of knowledge streams, in addition to the streaming platforms and functions inbuilt diversified domains.

A brief introductory bankruptcy offers a quick precis of a few uncomplicated information streaming strategies and types, and discusses the main parts of a customary flow question processing structure. to that end, half I specializes in simple streaming algorithms for a few key analytics services (e.g., quantiles, norms, sign up for aggregates, heavy hitters) over streaming info. half II then examines very important recommendations for easy circulate mining initiatives (e.g., clustering, type, widespread itemsets). half III discusses a few complicated subject matters on movement processing algorithms, and half IV makes a speciality of approach and language features of knowledge circulation processing with surveys of influential procedure prototypes and language designs. half V then offers a few consultant functions of streaming recommendations in numerous domain names (e.g., community administration, monetary analytics). eventually, the quantity concludes with an outline of present facts streaming items and new software domain names (e.g. cloud computing, sizeable facts analytics, and complicated occasion processing), and a dialogue of destiny instructions during this intriguing field.

The publication offers a finished evaluation of center thoughts and technological foundations, in addition to a number of structures and purposes, and is of specific curiosity to scholars, teachers and researchers within the quarter of knowledge move administration.

 

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Data Stream Management: Processing High-Speed Data Streams (Data-Centric Systems and Applications) by Minos Garofalakis,Johannes Gehrke,Rajeev Rastogi


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