Data Mining and Analysis: Fundamental Concepts and - download pdf or read online

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By Mohammed J. Zaki,Wagner Meira Jr

the elemental algorithms in information mining and research shape the root for the rising box of knowledge technology, such as computerized ways to research styles and versions for all types of knowledge, with purposes starting from clinical discovery to company intelligence and analytics. This textbook for senior undergraduate and graduate info mining classes presents a large but in-depth evaluate of information mining, integrating comparable innovations from computer studying and data. the most components of the booklet comprise exploratory information research, development mining, clustering, and type. The ebook lays the fundamental foundations of those initiatives, and in addition covers state of the art themes equivalent to kernel tools, high-dimensional facts research, and intricate graphs and networks. With its accomplished insurance, algorithmic standpoint, and wealth of examples, this booklet bargains stable tips in facts mining for college kids, researchers, and practitioners alike. Key positive factors: • Covers either middle equipment and state-of-the-art learn • Algorithmic method with open-source implementations • minimum necessities: all key mathematical options are offered, as is the instinct in the back of the formulation • brief, self-contained chapters with class-tested examples and workouts let for flexibility in designing a direction and for simple reference • Supplementary site with lecture slides, video clips, venture principles, 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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