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US Patent 7711747 Interactive cleaning for automatic document clustering and categorization

Patent 7711747 was granted and assigned to Xerox on May, 2010 by the United States Patent and Trademark Office.

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Patent

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Current Assignee
Xerox
Xerox
Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
Patent Number
7711747
Date of Patent
May 4, 2010
Patent Application Number
11784321
Date Filed
April 6, 2007
Patent Citations Received
‌
US Patent 11977841 Classification of documents
0
Patent Primary Examiner
‌
John E Breene
Patent abstract

Documents are clustered or categorized to generate a model associating documents with classes. Outlier measures are computed for the documents indicative of how well each document fits into the model. Outlier documents are identified to a user based on the outlier measures and a user selected outlier criterion. Ambiguity measures are computed for the documents indicative of a number of classes with which each document has similarity under the model. If a document is annotated with a label class, a possible corrective label class is identified if the annotated document has higher similarity with the possible corrective label class under the model than with the annotated label class. The clustering or categorizing is repeated adjusted based on received user input to generate an updated model associating documents with classes. Outlier and ambiguity measures are also calculated at runtime for new documents classified using the model.

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