• DocumentCode
    3429283
  • Title

    Estimating The Date of Blog Authors by CRF

  • Author

    Izumi, Masataka ; Miura, Takao ; Shioya, Isamu

  • Author_Institution
    Hosei Univ., Tokyo
  • fYear
    2007
  • fDate
    22-24 Aug. 2007
  • Firstpage
    249
  • Lastpage
    252
  • Abstract
    In this investigation, we propose a sophisticated approach for estimating the ages of blog authors by means of stochastic process. In this technique, we give weights on every word appeared in training data, and we extract a collection of feature words to each age. Then we examine articles on Blog based on the feature information and estimate the age by obtaining label to each word by means of conditional random fields (CRF). We show the effectiveness of our approach by some experiments.
  • Keywords
    Web sites; stochastic processes; blog author age estimation; blog date estimation; conditional random field; feature information; feature word extraction; stochastic process; Data mining; Engineering management; Engineering profession; Hidden Markov models; Informatics; Information services; Internet; Stochastic processes; Training data; Web sites; Age of Author; BLOG; CRF; Stochastic Process;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Communications, Computers and Signal Processing, 2007. PacRim 2007. IEEE Pacific Rim Conference on
  • Conference_Location
    Victoria, BC
  • Print_ISBN
    978-1-4244-1189-4
  • Electronic_ISBN
    1-4244-1190-4
  • Type

    conf

  • DOI
    10.1109/PACRIM.2007.4313222
  • Filename
    4313222