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:
Apr. 01, 2014
Filed:
Nov. 14, 2011
System and method for identifying and correcting marginal false positives in machine learning models
Madhu M. Kurup, Bellevue, WA (US);
Jeremy L. Calvert, Seattle, WA (US);
Madhu M. Kurup, Bellevue, WA (US);
Jeremy L. Calvert, Seattle, WA (US);
Amazon Technologies, Inc., Reno, NV (US);
Abstract
Embodiments of a system and method for identifying and correcting marginal false positives in machine learning models may include, based on reference data that includes pairs of information items and labels indicating whether pairs of information items have a specific relationship, generating a first machine learning model for determining whether pairs of information items have that relationship. Embodiments may include identifying one or more false positive pairs (e.g., a pair of information items that the first machine learning model indicates as having the specific relationship and which are labeled within the reference data as not having that relationship). Embodiments may include selecting identified false positive pairs as candidates for correction. Embodiments may include, subsequent to a correction of the reference data associated with the selected false positives, generating based on the corrected reference data a new machine learning model for determining whether pairs of information items have the specific relationship.