Data-Intensive Text Processing with MapReduce

Jimmy Lin

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Lingua: inglese

Editore: Morgan and Claypool Publishers, 2010

1608453421 / 9781608453429

Serie: Libro 1 di 11 - Synthesis Lectures on Human Language Technologies

Da: World of Books (was SecondSale), Montgomery, IL, U.S.A.World of Books (was SecondSale)

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Venditore AbeBooks dal 20 dicembre 2007

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Descrizione dell’articolo da parte del venditore

Our world is being revolutionized by data-driven methods: access to large amounts of data has generated new insights and opened exciting new opportunities in commerce, science, and computing applications. Processing the enormous quantities of data necessary for these advances requires large clusters, making distributed computing paradigms more crucial than ever. MapReduce is a programming model for expressing distributed computations on massive datasets and an execution framework for large-scale data processing on clusters of commodity servers. The programming model provides an easy-to-understand abstraction for designing scalable algorithms, while the execution framework transparently handles many system-level details, ranging from scheduling to synchronization to fault tolerance. This book focuses on MapReduce algorithm design, with an emphasis on text processing algorithms common in natural language processing, information retrieval, and machine learning. We introduce the notion of MapReduce design patterns, which represent general reusable solutions to commonly occurring problems across a variety of problem domains. This book not only intends to help the reader think in MapReduce, but also discusses limitations of the programming model as well. Table of Contents: Introduction / MapReduce Basics / MapReduce Algorithm Design / Inverted Indexing for Text Retrieval / Graph Algorithms / EM Algorithms for Text Processing / Closing Remarks.…

Codice articolo 00097827873

Titolo
Data-Intensive Text Processing with MapReduce
Autore
Jimmy Lin
Editore
Morgan and Claypool Publishers
Anno di pubblicazione
2010
Condizione
Good
Rilegatura
Paperback
Lingua
inglese
ISBN 10
1608453421
ISBN 13
9781608453429
Serie
Libro 1 di 11: Synthesis Lectures on Human Language Technologies

World of Books (was SecondSale)

Montgomery, IL, U.S.A.

Venditore con 5 stelle

Venditore AbeBooks dal 20 dicembre 2007

Tariffe di spedizione nazionale per U.S.A.

ArticoloDa 4 a 12 giorni lavorativiDa 3 a 6 giorni lavorativi
Primo articoloEUR 0,00EUR 9,74
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