Data Mining and Analysis: Fundamental Concepts and by Mohammed J. Zaki,Wagner Meira Jr PDF

By Mohammed J. Zaki,Wagner Meira Jr

ISBN-10: 0521766338

ISBN-13: 9780521766333

ISBN-10: 1316614808

ISBN-13: 9781316614808

the basic algorithms in facts mining and research shape the foundation for the rising box of knowledge technology, inclusive of automatic ways to examine styles and types for every kind of information, with purposes starting from clinical discovery to company intelligence and analytics. This textbook for senior undergraduate and graduate info mining classes presents a extensive but in-depth evaluate of knowledge mining, integrating comparable ideas from computer studying and facts. the most components of the publication comprise exploratory information research, development mining, clustering, and type. The ebook lays the fundamental foundations of those initiatives, and likewise covers state of the art themes similar to kernel tools, high-dimensional info research, and complicated graphs and networks. With its complete assurance, algorithmic standpoint, and wealth of examples, this booklet bargains reliable information in facts mining for college students, researchers, and practitioners alike. Key gains: • Covers either center equipment and state-of-the-art examine • Algorithmic strategy with open-source implementations • minimum necessities: all key mathematical recommendations are offered, as is the instinct in the back of the formulation • brief, self-contained chapters with class-tested examples and workouts permit for flexibility in designing a direction and for simple reference • Supplementary web site with lecture slides, movies, undertaking rules, and more.

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Data Mining and Analysis: Fundamental Concepts and Algorithms by Mohammed J. Zaki,Wagner Meira Jr

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