Data processing: artificial intelligence – Machine learning
Reexamination Certificate
2008-06-05
2010-06-01
Vincent, David R (Department: 2129)
Data processing: artificial intelligence
Machine learning
C705S014430
Reexamination Certificate
active
07730000
ABSTRACT:
Methods, systems, and computer program products are provided for the online convex optimization problem, in which the decision maker has knowledge of the all past states and resulting cost functions for his previous choices and attempts to make a new choice that results in minimum regret. The method does not rely upon the structure of the cost function or the characterization of the states and takes advantage of the similarity between successive states to enable the method to converge to a reasonably optimal result.
REFERENCES:
Zinkevich, Online Convex Programming and Generalized Infinitesimal Gradient Ascent, 2003.
Beg et al., Some Fixed Point Theorems in Convex Metric Spaces, 1991.
Hazan Elad Eliezer
Megiddo Nimrod
Brown, Jr. Nathan H
International Business Machines - Corporation
Shimokaji & Assoc, P.C.
Vincent David R
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