Alternating tree-based classifiers and methods for learning them

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United States of America Patent

PATENT NO 6456993
SERIAL NO

09472783

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Abstract

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This invention provides methods and systems for classification of data instances using tree-based classifiers. Tree-based classifiers are first built according to a particular structure using a technique known as 'boosting' wherein simple rules are successively added to the tree-based classifier until the unit tree-based classifier exhibits satisfactory error performance. The resulting classifier can then accurately classify an instance of data submitted to it and the classifier can optionally provide a measure of confidence for the classification result produced by the tree-based classifier.

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Patent Owner(s)

Patent OwnerAddress
AT&T CORP32 AVENUE OFTHE AMERICAS NEW YORK NY 10013-2412

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Freund, Yoav Hoboken, NJ 3 210

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