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US Patent 12072918 Machine learning using knowledge graphs

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Patent abstractTimelineTable: Further ResourcesReferences
Is a
Patent
Patent
1

Patent attributes

Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
1
Patent Number
120729181
Patent Inventor Names
Alexander Joseph Kalinowski1
David Newman1
Omar B. Khan1
Date of Patent
August 27, 2024
1
Patent Application Number
176462191
Date Filed
December 28, 2021
1
Patent Citations
‌
US Patent 9189742 Adaptive virtual intelligent agent
1
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US Patent 9535902 Systems and methods for entity resolution using attributes from structured and unstructured data
1
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US Patent 9766983 Proximity and in-memory map based signature searching for duplicate data
1
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US Patent 9779147 Systems and methods to query and visualize data and relationships
1
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US Patent 10348658 Suggested items for use with embedded applications in chat conversations
1
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US Patent 10628490 Techniques for digital entity correlation
1
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US Patent 10733619 Semantic processing of customer communications
1
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US Patent 10740541 Fact validation in document editors
1
...
Patent Primary Examiner
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George C Monikang
1
CPC Code
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G06F 16/338
1
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G06N 5/02
1
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G06F 16/258
1
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G06F 16/3347
1
Patent abstract

A method may include retrieving, over a network device, data from a data source, the data formatted according to a relational database schema; converting, using at least one processor, the data from the data source into a knowledge graph; training, using the at least one processor, a neural network using triples from the knowledge graph, wherein a loss function of the neural network is based on a distance between a true triple from the knowledge graph and a corrupt triple; and after the training, storing weights of a hidden layer of the neural network as a vector space representation of entities in the knowledge graph.

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