articleACM SIGKDD Explorations NewsletterDec 1, 2004Closed access

Information diffusion through blogspace

IBM Research - Almaden

Indexed incrossref

Abstract

We study the dynamics of information propagation in environments of low-overhead personal publishing, using a large collection of WebLogs over time as our example domain. We characterize and model this collection at two levels. First, we present a macroscopic characterization of topic propagation through our corpus, formalizing the notion of long-running "chatter" topics consisting recursively of "spike" topics generated by outside world events, or more rarely, by resonances within the community. Second, we present a microscopic characterization of propagation from individual to individual, drawing on the theory of infectious diseases to model the flow. We propose, validate, and employ an algorithm to induce…

Citation impact

951
total citations
FWCI
29.43
Percentile
100%
References
40
Citations per year

Authors

4

Topics & keywords

Keywords
  • Computer science
  • Domain (mathematical analysis)
  • Characterization (materials science)
  • Diffusion
  • Overhead (engineering)
  • Information flow
  • Data science
  • Artificial intelligence
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