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:
Oct. 20, 2015

Filed:

Sep. 04, 2013
Applicant:

Motorola Mobility Llc, Libertyville, IL (US);

Inventors:

Di You, Palatine, IL (US);

Paul C. Davis, Arlington Heights, IL (US);

Jianguo Li, Chicago, IL (US);

Assignee:

GOOGLE TECHNOLOGY HOLDINGS LLC, Mountain View, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 9/44 (2006.01); G06N 7/02 (2006.01); G06N 7/06 (2006.01); G06N 7/00 (2006.01);
U.S. Cl.
CPC ...
G06N 7/005 (2013.01);
Abstract

Disclosed are a system and method for constructing and using a predictive model to generate a prediction signal, also referred to as a classification signal when the signal indicates one of a plurality of distinct classes. In various embodiments, the disclosed technique reduces a size of a predictive Support Vector Model by extracting certain values beforehand and storing only weighting values. The technique does not sacrifice generalization performance but does significantly reduce the model size and accelerate prediction performance. The described system applies to most kernel functions, whether linear or nonlinear.


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