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:
Oct. 11, 2011
Filed:
Mar. 10, 2008
Philip M. Long, Palo Alto, CA (US);
Rocco A. Servedio, New York, NY (US);
Roger N. Anderson, New York, NY (US);
Albert Boulanger, New York, NY (US);
Philip M. Long, Palo Alto, CA (US);
Rocco A. Servedio, New York, NY (US);
Roger N. Anderson, New York, NY (US);
Albert Boulanger, New York, NY (US);
The Trustees of Columbia University in the City of New York, New York, NY (US);
Abstract
Boosting algorithms are provided for accelerated machine learning in the presence of misclassification noise. In an exemplary embodiment, a machine learning method having multiple learning stages is provided. Each learning stage may include partitioning examples into bins, choosing a base classifier for each bin, and assigning an example to a bin by counting the number of positive predictions previously made by the base classifier associated with the bin.