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US Patent 10169331 Text mining for automatically determining semantic relatedness

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Patent
Patent
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Patent attributes

Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
0
Patent Number
101693310
Patent Inventor Names
Marek J. Oszajec0
Kamila Baron-Palucka0
Lukasz G. Cmielowski0
Pawel Slowikowski0
Date of Patent
January 1, 2019
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Patent Application Number
154187440
Date Filed
January 29, 2017
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Patent Citations Received
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US Patent 11501111 Learning models for entity resolution using active learning
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US Patent 10585986 Entity structured representation and variant generation
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US Patent 11853196 Artificial intelligence driven testing
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US Patent 11875253 Low-resource entity resolution with transfer learning
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Patent Primary Examiner
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Lamont M Spooner
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Patent abstract

Described herein is an approach for automatically determining the semantic relatedness of documents to semantic concepts. A first text mining analysis extracts a set of reference concepts from reference documents. A second text mining analysis extracts a set of test concepts from test documents that include a mixture of new concepts and reference concepts. An extended co-occurrence matrix is computed that indicates a frequency of co-occurrence (RCCF) of each new and each reference concept in the test documents with all other new and reference concepts. The extended co-occurrence matrix is used for computing a new concept relatedness score (NCRS) for the new concepts. A document similarity score (DSS) is computed for each of the test documents by aggregating, inter alia, the NCRS of each new concept with the RCCF of each reference concept. The DSS represents the semantic relatedness of the test document to the totality of the reference concepts.

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