Extracting Topics and Innovators Using Topic Diffusion Process in Weblogs

Authors

  • Tadanobu Furukawa University of Tokyo
  • Yutaka Matsuo University of Tokyo
  • Ikki Ohmukai Hotto Link Inc.
  • Mitsuru Ishizuka University of Tokyo

Abstract

We propose a ranking technique which extracts topics and innovators by analyzing that process. Our method identifies URLs of topics and the bloggers who trigger topic diffusion. Our assumption is that the strength of propagation of a topic is determined by the influences of topics and bloggers. This decomposition is attained through singular value decomposition (SVD); We construct a diffusion matrix: the first left and right singular vectors are regarded respectively as the influences of the topics and the bloggers. We show that our method can extract propagative topics (which is not bursty because of the media effect) as well as the influential bloggers.

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Published

2021-09-25

How to Cite

Furukawa, T., Matsuo, Y., Ohmukai, I., & Ishizuka, M. (2021). Extracting Topics and Innovators Using Topic Diffusion Process in Weblogs. Proceedings of the International AAAI Conference on Web and Social Media, 2(1), 182-183. Retrieved from https://ojs.aaai.org/index.php/ICWSM/article/view/18641