Data-Intensive Text Processing with MapReduce

Jimmy Lin

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Idioma: inglés

Editorial: Morgan and Claypool Publishers, 2010

1608453421 / 9781608453429

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

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Librería: World of Books (was SecondSale), Montgomery, IL, Estados Unidos de AmericaWorld of Books (was SecondSale)

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Descripción del artículo del vendedor

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.…

N° de ref. del artículo 00097827873

Título
Data-Intensive Text Processing with MapReduce
Autor
Jimmy Lin
Editorial
Morgan and Claypool Publishers
Año de publicación
2010
Estado
Good
Encuadernación
Paperback
Idioma
inglés
ISBN 10
1608453421
ISBN 13
9781608453429
Serie
Libro 1 de 11: Synthesis Lectures on Human Language Technologies

World of Books (was SecondSale)

Montgomery, IL, Estados Unidos de America

Vendedor de 5 estrellas

Vendedor de IberLibro desde 20 de diciembre de 2007

Tarifas de envío en Estados Unidos de America

ArtículoDe 4 a 12 días hábilesDe 3 a 6 días hábiles
Primer artículoEUR 0,00EUR 9,78
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