METHOD AND SYSTEM FOR MACHINE-LEARNING BASED OPTIMIZATION AND CUSTOMIZATION OF DOCUMENT SIMILARITIES CALCULATION
First Claim
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1. A computer-implemented method for optimizing and customizing document-similarity calculation, the method comprising:
- presenting, by a computer, a collection of similar documents to a user;
collecting feedback on the similarity of the documents from the user;
generating, by the computer, generic rules for calculating document similarity; and
filtering documents with customized similarity calculation based on the feedback provided by the user.
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Abstract
One embodiment of the present invention provides a system for optimizing and customizing document-similarity calculation. During operation, the system presents a collection of similar documents to a user, collects feedback on the similarity of the documents from the user, generates generic rules for calculating document similarity, and filters documents with customized similarity calculation based on the feedback provided by the user.
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Citations
21 Claims
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1. A computer-implemented method for optimizing and customizing document-similarity calculation, the method comprising:
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presenting, by a computer, a collection of similar documents to a user; collecting feedback on the similarity of the documents from the user; generating, by the computer, generic rules for calculating document similarity; and filtering documents with customized similarity calculation based on the feedback provided by the user. - View Dependent Claims (2, 3, 4, 5, 6, 7)
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8. A non-transitory computer-readable storage medium storing instructions that when executed by a computer cause the computer to perform a method, the method comprising:
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presenting, by a computer, a collection of similar documents to a user; collecting feedback on the similarity of the documents from the user; generating, by the computer, generic rules for calculating document similarity; and filtering documents with customized similarity calculation based on the feedback provided by the user. - View Dependent Claims (9, 10, 11, 12, 13, 14)
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15. A system, comprising:
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a presentation mechanism configured to present a collection of similar documents to a user; a feedback-collecting mechanism configured to collect feedback on the similarity of the documents from the user; a rule-generating mechanism configured to generate generic rules for calculating document similarity; and a filtering mechanism configured to filter documents with customized similarity calculation based on the feedback provided by the user. - View Dependent Claims (16, 17, 18, 19, 20, 21)
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Specification