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User Modeling in Telecommunications and Internet Industry

Published: 10 August 2015 Publication History

Abstract

It is extremely important in many application domains to have accurate models of user behavior. Data mining allows user models to be constructed based on vast available data automatically. User modeling has found applications in mobile APP recommendations, social networking, financial product marketing and customer service in telecommunications. Successful user modeling should be aware of several critical issues: who are the target users' How should the solutions be updated when new data come in? How should user feedback be handled? What are the "pain" points of users' In this talk, I will discuss my own experience on user modeling with big data. I will draw examples from telecommunications and the Internet industry, contrasting and highlighting some lessons learned in these industries.

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MP4 File (p1639.mp4)

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  1. User Modeling in Telecommunications and Internet Industry

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    cover image ACM Conferences
    KDD '15: Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining
    August 2015
    2378 pages
    ISBN:9781450336642
    DOI:10.1145/2783258
    Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 10 August 2015

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    Author Tags

    1. internet
    2. recommendations
    3. telecommunications
    4. user modeling

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    KDD '15 Paper Acceptance Rate 160 of 819 submissions, 20%;
    Overall Acceptance Rate 1,133 of 8,635 submissions, 13%

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