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:
Nov. 10, 2009

Filed:

Oct. 09, 2002
Applicants:

Asa Ben-hur, Seattle, WA (US);

André Elisseeff, Thalwil, CH;

Olivier Chapelle, Tuebingen, DE;

Jason Aaron Edward Weston, New York, NY (US);

Inventors:

Asa Ben-Hur, Seattle, WA (US);

André Elisseeff, Thalwil, CH;

Olivier Chapelle, Tuebingen, DE;

Jason Aaron Edward Weston, New York, NY (US);

Assignee:

Health Discovery Corporation, Savannah, GA (US);

Attorneys:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 15/18 (2006.01);
U.S. Cl.
CPC ...
Abstract

Support vector machines are used to classify data contained within a structured dataset such as a plurality of signals generated by a spectral analyzer. The signals are pre-processed to ensure alignment of peaks across the spectra. Similarity measures are constructed to provide a basis for comparison of pairs of samples of the signal. A support vector machine is trained to discriminate between different classes of the samples. to identify the most predictive features within the spectra. In a preferred embodiment feature selection is performed to reduce the number of features that must be considered.


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