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:
Sep. 16, 2008
Filed:
Aug. 31, 2004
Ana Sultana Bacioiu, Kirkland, WA (US);
David Michael Sauntry, Redmond, WA (US);
James Scott Boyle, Sammamish, WA (US);
Leon Chih Wen Wong, Redmond, WA (US);
Peter F. Leonard, Seattle, WA (US);
Raman Chandrasekar, Seattle, WA (US);
Ana Sultana Bacioiu, Kirkland, WA (US);
David Michael Sauntry, Redmond, WA (US);
James Scott Boyle, Sammamish, WA (US);
Leon Chih Wen Wong, Redmond, WA (US);
Peter F. Leonard, Seattle, WA (US);
Raman Chandrasekar, Seattle, WA (US);
Microsoft Corporation, Redmond, WA (US);
Abstract
A human assisted method of debugging training data used to train a machine learning classifier is provided. The method includes obtaining a classifier training data set. The training data set is then debugged using an integrated debugging tool configured to implement a debugging loop to obtain a debugged data set. The debugging tool can be configured to perform an estimation and simplification step to reduce data noise in the training data set prior to further analysis. The debugging tool also runs a panel of prediction-centric diagnostic metrics on the training data set, and provides the user prediction based listings of the results of the panel of prediction-centric diagnostic metrics.