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:
Mar. 03, 2015
Filed:
Oct. 25, 2011
Applicants:
Rocco Servedio, New York, NY (US);
Philip Michael Long, Palo Alto, CA (US);
Inventors:
Rocco Servedio, New York, NY (US);
Philip Michael Long, Palo Alto, CA (US);
Assignee:
Google Inc., Mountain View, CA (US);
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 99/00 (2010.01); G06K 9/62 (2006.01);
U.S. Cl.
CPC ...
G06N 99/005 (2013.01); G06K 9/6257 (2013.01);
Abstract
A computationally efficient method and apparatus is disclosed for machine learning an unknown, n-dimensional γ-margin halfspace to accuracy 1−ε in the presence of malicious noise, when the noise rate is allowed to be as high as A smooth boosting module repeatedly calls a weak learner module that generates candidate classifiers based on a majority vote of randomly-generated classifiers.