Titolo: Data-Intensive Text Processing with MapReduce (Synthesis Lectures on Human Language Technologies, 7)
Editore: Morgan and Claypool Publishers
Data di pubblicazione: 2010
Lingua: Inglese
ISBN 10: 1608453421
ISBN 13: 9781608453429
Rilegatura: paperback
Edizione: 1st Edition.
Condizione: New

Descrizione articolo

Riassunto

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

Le informazioni nella sezione "Su questo libro" possono far riferimento a edizioni diverse di questo titolo.

Descrizione libreria

Textbooks_Source is committed to selling new and used books for less money. We offer fast shipping & handling and dedicated customer service support to ensure that you have a great experience as our customer. Thank you for shopping with us!

Visita la pagina della libreria

Informazioni sull?azienda del venditore

TXTB.com, LLC
2711 W. Ash St., Columbia, MO, 65203, U.S.A.

Condizioni di vendita e spedizione

Condizioni di vendita

We guarantee the condition of every book as it’s described on the AbeBooks websites. If you are not satisfied with your purchase or if the order has not arrived yet, you are eligible for a refund within 30 days of the estimated delivery date. If you have any questions about an order, please us the “Ask Bookseller a Question” link to contact us and we will respond within 2 business days.