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. 09, 2010
Filed:
Dec. 14, 2005
Kevin E. Gates, Taringa, AU;
Kevin E. Gates, Taringa, AU;
The University of Queensland, St. Lucia, Queensland, AU;
Abstract
A method for feature reduction in a training set for a learning machine such as a Support Vector Machine (SVM). In one embodiment the method includes a step () of receiving input training data vectors xof a training set. The input training data vectors are typically derived from a set of features in a feature space. At step () the input data vectors are mapped into a multi-dimensional space. At step () a least squares problem, derived from a formulation of the SVM, is solved to determine which features comprising the training vectors are to be deemed significant. At step () decision parameters and vectors of the chosen decision machine, e.g. SVM, are determined using the features determined to be significant in step ().
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