|
|
libcats.org
Data-Intensive Text Processing with MapReduceJimmy Lin, Chris Dyer, Graeme HirstOur 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
EPUB | FB2 | MOBI | TXT | RTF
* Конвертация файла может нарушить форматирование оригинала. По-возможности скачивайте файл в оригинальном формате.
Популярные книги за неделю:
Система упражнений по развитию способностей человека (Практическое пособие)Автор: Петров Аркадий НаумовичКатегория: Путь к себе
Размер книги: 818 Kb
Сотворение мира (3-х томник)Автор: Петров Аркадий НаумовичКатегория: Путь к себе
Размер книги: 817 Kb
Только что пользователи скачали эти книги:
Vauxhall Opel Omega (L to T Registration) Petrol Service and Repair Manual (Haynes Service and Repair Manuals)Автор: Mark Coombs, Автор: Spencer Drayton
Размер книги: 9.41 Mb
Martindale's Drugs Restricted in Sport 2009 Pocket CompanionАвтор: Sean Sweetman
Размер книги: 9.11 Mb
Nutrition and Well-Being A-Z (Two Vol. Set)Автор: Delores C. S. James (Editor)
Размер книги: 15.09 Mb
Parkinson's Disease: Methods & Protocols (Methods in Molecular Medicine)Автор: Maral MouradianКатегория: Медицина, Молекулярная медицина
Размер книги: 1.53 Mb
Design issues in optical processingАвтор: Lee J.N. (ed.)Категория: E_Engineering, EO_Optical devices
Размер книги: 2.67 Mb
La universidad en México hoy: gubernamentalidad y modernizaciónАвтор: Eduardo Ibarra Colado
Размер книги: 4.50 Mb
|
|
|