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Analysis of large data sets

49.99 €
Out of stock
Analysis of large data sets
49.99 €
This book is written by leading experts in database and web technologies. Due to the popularity of online commerce, there are many extremely large databases that require data mining techniques to extract information from them.
This book describes algorithms that have actually been used to solve the most important data mining problems and can be successfully applied even to very large datasets. The presentation begins with a review of MapReduce technology, an important means of parallelizing algorithms. Proximity-aware hashing and streaming algorithms are outlined for data that arrives too fast to be thoroughly analyzed. Subsequent chapters discuss the idea of the PageRank index, finding frequent subject sets, and clustering. The second edition includes additional material on social networks, machine learning, and dimensionality reduction. The edition will be equally useful to students and practicing programmers.
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