Method and apparatus for classifying data using R-functions

Data processing: artificial intelligence – Neural network – Learning task

Reexamination Certificate

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Reexamination Certificate

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07660775

ABSTRACT:
One embodiment of the present invention provides a system that constructs a classifier that distinguishes between different classes of data points. During operation, the system first receives a data set, which includes class-one data points and class-two data points. For each class-one data point in the data set, the system uses a separating primitive to produce a set of point-to-point separating boundaries, wherein each point-to-point separating boundary separates the class-one data point from a different class-two data point. Next, the system combines separating boundaries in the set of separating boundaries to produce a point-to-class separating boundary that separates the class-one data point from all of the class-two data points in the data set. Finally, the system combines the point-to-class separating boundaries for each of the class-one data points to produce a class-to-class separating boundary for the classifier that separates all of the class-one data points from all of the class-two data points in the data set.

REFERENCES:
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patent: 7139777 (2006-11-01), Chidlovskii
patent: 7440951 (2008-10-01), Chidlovskii
patent: 7440974 (2008-10-01), Chidlovskii
patent: 7478075 (2009-01-01), Urmanov et al.
On the algorithmic implementation of stochastic discrimination Kleinberg, E.M.; Pattern Analysis and Machine Intelligence, IEEE Transactions on vol. 22, Issue 5, May 2000 pp. 473-490 Digital Object Identifier 10.1109/34.857004.
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