Deep learning approach to mitigate the cold-start problem in textual items recommendations

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United States of America Patent

PATENT NO 11687612
SERIAL NO

17531530

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Abstract

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A method for mitigating cold starts in recommendations includes receiving a request that identifies a requested page and identifying a content vector of the requested page. The content vector is generated based on providing text of the requested page to a neural network text encoder. The method further includes selecting, based on the content vector, a link to a cold start page that does not satisfy a threshold level of interaction data. The selected link is ranked above a second link to a warm page that does satisfy the threshold level of the interaction data. The method further includes presenting the requested page with the selected link.

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Patent Owner(s)

  • INTUIT INC.

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Cohen, Rami Ashkelon, IL 50 786
Shalom, Oren Sar Nes Ziona, IL 12 9
Sror, Elik Hod Hasharon, IL 14 8

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