Data processing: artificial intelligence – Machine learning
Reexamination Certificate
2008-03-10
2011-10-11
Gaffin, Jeffrey A (Department: 2129)
Data processing: artificial intelligence
Machine learning
C706S020000, C706S021000
Reexamination Certificate
active
08036996
ABSTRACT:
Boosting algorithms are provided for accelerated machine learning in the presence of misclassification noise. In an exemplary embodiment, a machine learning method having multiple learning stages is provided. Each learning stage may include partitioning examples into bins, choosing a base classifier for each bin, and assigning an example to a bin by counting the number of positive predictions previously made by the base classifier associated with the bin.
REFERENCES:
patent: 6772211 (2004-08-01), Lu et al.
patent: 6829384 (2004-12-01), Schneiderman et al.
patent: 6944678 (2005-09-01), Lu et al.
Long et al., Martingale Boosting, Jun. 2005.
Learning Theory, 18th Annual Conference on Learning Theory, COLT 2005, Bertinoro, Italy, Jun. 27-30, 2005, Proceedings.
Anderson Roger N.
Boulanger Albert
Long Philip M.
Servedio Rocco A.
Baker & Botts LLP
Brown, Jr. Nathan H
Gaffin Jeffrey A
The Trustees of Columbia University in the City of New York
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