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By Charu C. Aggarwal

ISBN-10: 3319475770

ISBN-13: 9783319475776

This booklet offers accomplished assurance of the sector of outlier research from a working laptop or computer technology standpoint. It integrates tools from info mining, computer studying, and facts in the computational framework and for that reason appeals to a number of groups. The chapters of this booklet may be prepared into 3 categories:

Basic algorithms: Chapters 1 via 7 talk about the elemental algorithms for outlier research, together with probabilistic and statistical tools, linear tools, proximity-based equipment, high-dimensional (subspace) equipment, ensemble equipment, and supervised methods.
Domain-specific tools: Chapters eight via 12 speak about outlier detection algorithms for varied domain names of knowledge, equivalent to textual content, express information, time-series facts, discrete series info, spatial information, and community data.
Applications: bankruptcy thirteen is dedicated to varied purposes of outlier research. a few suggestions can also be supplied for the practitioner.

The moment version of this ebook is extra distinctive and is written to entice either researchers and practitioners. major new fabric has been further on subject matters similar to kernel equipment, one-class support-vector machines, matrix factorization, neural networks, outlier ensembles, time-series tools, and subspace tools. it's written as a textbook and will be used for lecture room teaching.

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