Mining of Massive Datasets (by Jeffrey David Ullman, Anand Rajaraman, Jure Leskovec)


Author(s): Jeffrey David Ullman, Anand Rajaraman, Jure Leskovec

Publisher: Cambridge University Press
Publish date: 2014-12-29
ISBN-10: 1107077230
ISBN-13: 9781107077232
Language: English
Description: Written by leading authorities in database and Web technologies,
this book is essential reading for students and practitioners
alike. The popularity of the Web and Internet commerce provides
many extremely large datasets from which information can be gleaned
by data mining. This book focuses on practical algorithms that have
been used to solve key problems in data mining and can be applied
successfully to even the largest datasets. It begins with a
discussion of the map-reduce framework, an important tool for
parallelizing algorithms automatically. The authors explain the
tricks of locality-sensitive hashing and stream processing
algorithms for… more…

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