New Developments in Unsupervised Outlier Detection: Algorithms and Applications by Mitch Wilkes, Xiaochun Wang, Xiali Wang (Hardcover, 2020)

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ISBN-13: 9789811595189, 978-9811595189. This book enriches unsupervised outlier detection research by proposing several new distance-based and density-based outlier scores in a k-nearest neighbors' setting.

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Product Information

This book enriches unsupervised outlier detection research by proposing several new distance-based and density-based outlier scores in a k-nearest neighbors' setting. The respective chapters highlight the latest developments in k-nearest neighbor-based outlier detection research and cover such topics as our present understanding of unsupervised outlier detection in general; distance-based and density-based outlier detection in particular; and the applications of the latest findings to boundary point detection and novel object detection. The book also offers a new perspective on bridging the gap between k-nearest neighbor-based outlier detection and clustering-based outlier detection, laying the groundwork for future advances in unsupervised outlier detection research. The authors hope the algorithms and applications proposed here will serve as valuable resources for outlier detection researchers for years to come.

Product Identifiers

PublisherSpringer Verlag, Singapore
ISBN-139789811595189
eBay Product ID (ePID)28046716934

Product Key Features

Number of Pages277 Pages
Publication NameNew Developments in Unsupervised Outlier Detection: Algorithms and Applications
LanguageEnglish
SubjectEngineering & Technology, Computer Science
Publication Year2020
TypeTextbook
AuthorMitch Wilkes, Xiaochun Wang, Xiali Wang
FormatHardcover

Dimensions

Item Height235 mm
Item Weight617 g
Item Width155 mm

Additional Product Features

Country/Region of ManufactureSingapore
Title_AuthorXiaochun Wang, Mitch Wilkes, Xiali Wang

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