The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
Nov. 28, 2017
Filed:
Jun. 17, 2016
Sas Institute Inc., Cary, NC (US);
Arin Chaudhuri, Raleigh, NC (US);
Deovrat Vijay Kakde, Cary, NC (US);
Maria Jahja, Cary, NC (US);
Wei Xiao, Raleigh, NC (US);
Seung Hyun Kong, Cary, NC (US);
Hansi Jiang, Raleigh, NC (US);
Sergiy Peredriy, Auburndale, MA (US);
SAS Institute Inc., Cary, NC (US);
Abstract
A computing device determines an SVDD to identify an outlier in a dataset. First and second sets of observation vectors of a predefined sample size are randomly selected from a training dataset. First and second optimal values are computed using the first and second observation vectors to define a first set of support vectors and a second set of support vectors. A third optimal value is computed using the first set of support vectors updated to include the second set of support vectors to define a third set of support vectors. Whether or not a stop condition is satisfied is determined by comparing a computed value to a stop criterion. When the stop condition is not satisfied, the first set of support vectors is defined as the third set of support vectors, and operations are repeated until the stop condition is satisfied. The third set of support vectors is output.