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:
May. 27, 2014

Filed:

Apr. 08, 2011
Applicants:

Xi Chen, Pittsburgh, IL (US);

Yanjun Qi, Princeton, NJ (US);

Bing Bai, North Brunswick, NJ (US);

Inventors:

Xi Chen, Pittsburgh, IL (US);

Yanjun Qi, Princeton, NJ (US);

Bing Bai, North Brunswick, NJ (US);

Assignee:

NEC Laboratories America, Inc., Princeton, NJ (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06N 99/00 (2010.01);
U.S. Cl.
CPC ...
G06N 99/005 (2013.01);
Abstract

Systems and methods are disclosed to perform preference learning on a set of documents includes receiving raw input features from the set of documents stored on a data storage device; generating polynomial combinations from the raw input features; generating one or more parameters; applying the parameters to one or more classifiers to generate outputs; determining a loss function and parameter gradients and updating parameters determining one or more sparse regularizing terms and updating the parameters; and expressing that one document is preferred over another in a search query and retrieving one or more documents responsive to the search query.


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