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On the regularization path of the support vector domain description

✍ Scribed by Michael Sass Hansen; Karl Sjöstrand; Rasmus Larsen


Book ID
108236012
Publisher
Elsevier Science
Year
2010
Tongue
English
Weight
444 KB
Volume
31
Category
Article
ISSN
0167-8655

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A path algorithm for the support vector
✍ Karl Sjöstrand; Michael Sass Hansen; Henrik B. Larsson; Rasmus Larsen 📂 Article 📅 2007 🏛 Elsevier Science 🌐 English ⚖ 695 KB

The support vector domain description is a one-class classification method that estimates the distributional support of a data set. A flexible closed boundary function is used to separate trustworthy data on the inside from outliers on the outside. A single regularization parameter determines the sh