Handbook of Massive Data Sets

Handbook of Massive Data Sets
Author: James Abello
Publisher: Springer
Total Pages: 1209
Release: 2013-12-21
Genre: Computers
ISBN: 1461500052

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The proliferation of massive data sets brings with it a series of special computational challenges. This "data avalanche" arises in a wide range of scientific and commercial applications. With advances in computer and information technologies, many of these challenges are beginning to be addressed by diverse inter-disciplinary groups, that indude computer scientists, mathematicians, statisticians and engineers, working in dose cooperation with application domain experts. High profile applications indude astrophysics, bio-technology, demographics, finance, geographi cal information systems, government, medicine, telecommunications, the environment and the internet. John R. Tucker of the Board on Mathe matical Seiences has stated: "My interest in this problern (Massive Data Sets) isthat I see it as the rnost irnportant cross-cutting problern for the rnathernatical sciences in practical problern solving for the next decade, because it is so pervasive. " The Handbook of Massive Data Sets is comprised of articles writ ten by experts on selected topics that deal with some major aspect of massive data sets. It contains chapters on information retrieval both in the internet and in the traditional sense, web crawlers, massive graphs, string processing, data compression, dustering methods, wavelets, op timization, external memory algorithms and data structures, the US national duster project, high performance computing, data warehouses, data cubes, semi-structured data, data squashing, data quality, billing in the large, fraud detection, and data processing in astrophysics, air pollution, biomolecular data, earth observation and the environment.


Handbook of Massive Data Sets
Language: en
Pages: 1209
Authors: James Abello
Categories: Computers
Type: BOOK - Published: 2013-12-21 - Publisher: Springer

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The proliferation of massive data sets brings with it a series of special computational challenges. This "data avalanche" arises in a wide range of scientific a
Handbook of Big Data
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Authors: Peter Bühlmann
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Type: BOOK - Published: 2016-02-22 - Publisher: CRC Press

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Handbook of Big Data provides a state-of-the-art overview of the analysis of large-scale datasets. Featuring contributions from well-known experts in statistics
Algorithms and Data Structures for Massive Datasets
Language: en
Pages: 302
Authors: Dzejla Medjedovic
Categories: Computers
Type: BOOK - Published: 2022-08-16 - Publisher: Simon and Schuster

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Massive modern datasets make traditional data structures and algorithms grind to a halt. This fun and practical guide introduces cutting-edge techniques that ca
Mining of Massive Datasets
Language: en
Pages: 480
Authors: Jure Leskovec
Categories: Computers
Type: BOOK - Published: 2014-11-13 - Publisher: Cambridge University Press

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Now in its second edition, this book focuses on practical algorithms for mining data from even the largest datasets.
Handbook of Statistical Analysis and Data Mining Applications
Language: en
Pages: 824
Authors: Ken Yale
Categories: Mathematics
Type: BOOK - Published: 2017-11-09 - Publisher: Elsevier

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Handbook of Statistical Analysis and Data Mining Applications, Second Edition, is a comprehensive professional reference book that guides business analysts, sci