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Handbook of Massive Data Sets: Massive Computing, cartea 4

Editat de James Abello, Panos M. Pardalos, Mauricio G.C. Resende
en Limba Engleză Paperback – 30 dec 2013
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.
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Specificații

ISBN-13: 9781461348825
ISBN-10: 146134882X
Pagini: 1252
Ilustrații: XXIV, 1223 p. In 2 volumes, not available separately.
Dimensiuni: 155 x 235 x 66 mm
Ediția:Softcover reprint of the original 1st ed. 2002
Editura: Springer Us
Colecția Springer
Seria Massive Computing

Locul publicării:New York, NY, United States

Public țintă

Research

Cuprins

Preface.- Part I: Internet and the World Wide Web.- Part II: Massive Graphs.- Part III: String Processing and Data Compression.- Part IV: External Memory Algorithms and Data Structures.- Part V: Optimization.- Part VI: Data Management.- Part VII: Architecture Issues.- Part VIII: Applications.- Index.