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Recommendation method and device

  • US 10,298,705 B2
  • Filed: 11/15/2016
  • Issued: 05/21/2019
  • Est. Priority Date: 11/17/2015
  • Status: Active Grant
First Claim
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1. A method for recommending users to an Internet service provider, the method comprising:

  • retrieving, by a processor, a log of user behavior data with Internet services provided by Internet service providers using a network system, the user behavior data comprising network interactions received from users of the Internet services;

    building, by the processor, a user'"'"'s Internet service sequence based on the log of user behavior by identifying a sequence of Internet services included in the log during a predefined time period, the Internet service sequence organized as a time sequence of network behavior occurrences;

    building, by the processor, a user preference vector for Internet services based on executing vectorized coding on user preference data associated with the Internet services, the user preference data comprising an amount of interactions with each Internet service, andbuilding, by the processor, an attribute vector for Internet services identified in the user'"'"'s Internet service sequence by executing vectorized coding on attribute information associated with each of the Internet services identified in the user'"'"'s Internet service sequence;

    calculating, by the processor, user preference scores for one or more candidate Internet service providers, wherein the user preferences scores are calculated based on the user'"'"'s Internet service sequence, the user preference vector for the Internet services, the attribute vector for the Internet services, and Internet service lists provided by the candidate Internet service providers; and

    sending a recommendation, by the processor, of potential users to the candidate Internet service providers based on the user preference scores for the candidate Internet service providers.

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