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Mining of Massive Datasets
By: Jure Leskovec
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ISBN: 9781316638491 Publisher: Cambridge University Press; Second edition (2016)
Year of publishing: 1999
Language: English
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...Read more
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 mining data that arrives too fast for exhaustive processing.
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