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:
Mar. 30, 2010

Filed:

Mar. 30, 2007
Applicants:

Dmitri Y. Pavlov, San Jose, CA (US);

Ramnath Balasubramanyan, Mountain View, CA (US);

Inventors:

Dmitri Y. Pavlov, San Jose, CA (US);

Ramnath Balasubramanyan, Mountain View, CA (US);

Assignee:

Yahoo! Inc., Sunnyvale, CA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 17/00 (2006.01); G06N 5/00 (2006.01);
U.S. Cl.
CPC ...
Abstract

Techniques are described for reducing the false positive rate of regular expression attribute extractions via a specific data representation and a machine learning method that can be trained at a much lower cost (much fewer labeled examples) than would be required by a full scale machine learning solution. Attribute determinations made using the regular expression technique are represented as skeleton tokens. The skeleton tokens, along with accurate attribute determinations, are provided to a machine-learning mechanism to train the machine-learning mechanism. Once trained, the machine-learning mechanism is used to predict the accuracy of attribute determinations represented by skeleton tokens generated for not-yet-analyzed input text.


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