{"product_id":"9789811595189","title":"New Developments in Unsupervised Outlier Detection: Algorithms and Applications","description":"\u003ch1\u003eNew Developments in Unsupervised Outlier Detection: Algorithms and Applications\u003c\/h1\u003e \u003ch2\u003eWang, Xiaochun; Wang, Xiali; Wilkes, Mitch\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\u003cdiv\u003e\n\u003cdiv\u003eThis 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.\u003c\/div\u003e\n\u003cdiv\u003e\u003cbr\u003e\u003c\/div\u003e\n\u003cdiv\u003eThe authors hope the algorithms and applications proposed here will serve as valuable resources for outlier detection researchers for years to come.\u003c\/div\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003cbr\u003e\u003c\/div\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2020-11-25\u003c\/p\u003e \u003cp\u003eFormat: Hardcover\u003c\/p\u003e \u003cp\u003eISBN-13: 9789811595189\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-981-15-9519-6\u003c\/p\u003e \u003cp\u003eDimensions: 235.0cm x155.0cm\u003c\/p\u003e \u003cp\u003ePages: 277.0\u003c\/p\u003e ","brand":"Springer Nature Singapore","offers":[{"title":"Default Title","offer_id":45385532342412,"sku":"9789811595189","price":179.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9789811595189.jpg?v=1765564477","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9789811595189","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}