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.

Date of Patent:
Jul. 15, 2014

Filed:

Jan. 19, 2009
Applicants:

Boriana L. Milenova, Somerville, MA (US);

Joseph S. Yarmus, Groton, MA (US);

Marcos M. Campos, Cambridge, MA (US);

Mark A. Mccracken, Belmont, MA (US);

Inventors:

Boriana L. Milenova, Somerville, MA (US);

Joseph S. Yarmus, Groton, MA (US);

Marcos M. Campos, Cambridge, MA (US);

Mark A. McCracken, Belmont, MA (US);

Assignee:

Oracle International Corporation, Redwood Shores, CA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 1/00 (2006.01); G06N 5/00 (2006.01);
U.S. Cl.
CPC ...
Abstract

An implementation of SVM functionality improves efficiency, time consumption, and data security, reduces the parameter tuning challenges presented to the inexperienced user, and reduces the computational costs of building SVM models. A system for support vector machine processing comprises data stored in the system, a client application programming interface operable to provide an interface to client software, a build unit operable to build a support vector machine model on at least a portion of the data stored in the system, the portion of the data selected using a stratified sampling method with respect to a target distribution, an apply unit operable to apply the support vector machine model using the data stored in the system.


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