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Apparatus, method and article to effect electronic message reply rate matching in a network environment

  • US 10,540,607 B1
  • Filed: 12/08/2014
  • Issued: 01/21/2020
  • Est. Priority Date: 12/10/2013
  • Status: Active Grant
First Claim
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1. A method of operation in a system to enhance messaging between users, comprising:

  • using a communication network that includes servers, processors, display devices, input devices, and system memory devices to send messages between users and autonomously collect actual historical messaging data;

    forming an initial data set, the initial data set including;

    user profile information for a plurality of users, user behavioral information for at least some of the plurality of users, and message data indicative of messaging activity between at least some of the plurality of users, wherein forming an initial data set comprises selecting users who have received at least a first defined minimum number of messages, and who responded to at least a second defined minimum number of the received messages, and including the user profile information, the user behavioral information, and the messaging data for the selected users in the initial data set;

    organizing the initial data set into a training data set and a test data set;

    generating a response predictive model using a machine learning system from the training data set that includes the user profile information, the user behavioral information and message data;

    evaluating the response predictive model generated from the training data set against the corresponding test data set, wherein at least some of the test data set is based on actual historical messaging data; and

    determining an accuracy of the response prediction model using the actual historical messaging data.

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