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:
Jun. 10, 2008

Filed:

Feb. 02, 2005
Applicants:

Murat Dundar, Malvern, PA (US);

Glenn Fung, Bryn Mawr, PA (US);

Jinbo BI, Exton, PA (US);

R. Bharat Rao, Berwyn, PA (US);

Inventors:

Murat Dundar, Malvern, PA (US);

Glenn Fung, Bryn Mawr, PA (US);

Jinbo Bi, Exton, PA (US);

R. Bharat Rao, Berwyn, PA (US);

Assignee:
Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06K 9/62 (2006.01); G06K 9/00 (2006.01); G06E 1/00 (2006.01); G06N 3/02 (2006.01);
U.S. Cl.
CPC ...
Abstract

A method and device having instructions for analyzing input data-space by learning classifiers include choosing a candidate subset from a predetermined training data-set that is used to analyze the input data-space. Candidates are temporarily added from the candidate subset to an expansion set to generate a new kernel space for the input data-space by predetermined repeated evaluations of leave-one-out errors for the candidates added to the expansion set. This is followed by removing the candidates temporarily added to the expansion set after the leave-one-out error evaluations are performed, and selecting the candidates to be permanently added to the expansion set based on the leave-one-out errors of the candidates temporarily added to the expansion set to determine the one or more classifiers.


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