Analysis of large data sets
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This book is written by leading specialists in the field of database and web technology. Due to the popularity of Internet commerce, many extremely voluminous databases have appeared, to extract information from which data mining methods need to be applied. The book describes algorithms that were actually used to solve the most important data mining tasks and can be successfully applied even to very large data sets. The presentation begins with the consideration of the MapReduce technology - an important means of parallelizing algorithms. The hashing algorithms are presented with proximity and streaming data streaming, which come too quickly for careful analysis. Subsequent chapters considers the idea of PageRank indicator, finding frequent subject sets and clustering. The second edition includes additional material on social networks, machine learning and lowering dimension. The publication will equally useful to students and practitioners
Author:
Author:Leskovskoy Yura
Cover:
Cover:Hard
Category:
- Category:Computer & Technology
ISBN:
ISBN:978-5-97060-190-7
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