Data-Intensive Text Processing with MapReduce

Jimmy Lin

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Language: English

Published by Springer, Springer Apr 2010, 2010

3031010086 / 9783031010088

Series: Book 1 of 11 - Synthesis Lectures on Human Language Technologies

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This item is printed on demand - Print on Demand Titel. Neuware -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 ofMapReduce 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 RemarksSpringer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 180 pp. Englisch.

Seller Inventory # 9783031010088

Title
Data-Intensive Text Processing with MapReduce
Author
Jimmy Lin
Publisher
Springer, Springer Apr 2010
Publication year
2010
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
3031010086
ISBN 13
9783031010088
Item weight
348 grams
Dimensions
235x191x11 mm
Series
Book 1 of 11: Synthesis Lectures on Human Language Technologies

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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