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:
Mar. 21, 2017

Filed:

Jun. 26, 2015
Applicant:

Amazon Technologies, Inc., Seattle, WA (US);

Inventors:

Ming Sun, Boston, MA (US);

Björn Hoffmeister, Seattle, WA (US);

Shiv Naga Prasad Vitaladevuni, Cambridge, MA (US);

Varun Kumar Nagaraja, Hyattsville, MD (US);

Assignee:

AMAZON TECHNOLOGIES, INC., Seattle, WA (US);

Attorneys:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G10L 15/18 (2013.01); G06F 3/16 (2006.01); G10L 15/02 (2006.01); G10L 15/06 (2013.01); G10L 15/22 (2006.01);
U.S. Cl.
CPC ...
G06F 3/167 (2013.01); G10L 15/02 (2013.01); G10L 15/063 (2013.01); G10L 15/18 (2013.01); G10L 15/22 (2013.01); G10L 2015/0638 (2013.01); G10L 2015/223 (2013.01);
Abstract

A revised support vector machine (SVM) classifier is offered to distinguish between true keywords and false positives based on output from a keyword spotting component of a speech recognition system. The SVM operates on a reduced set of feature dimensions, where the feature dimensions are selected based on their ability to distinguish between true keywords and false positives. Further, support vectors pairs are merged to create a reduced set of re-weighted support vectors. These techniques result in an SVM that may be operated using reduced computing resources, thus improving system performance.


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