Create an Account
username: password:
 
  MemeStreams Logo

On the Bursty Evolution of Blogspace

search

Rattle
Picture of Rattle
Rattle's Pics
My Blog
My Profile
My Audience
My Sources
Send Me a Message

sponsored links

Rattle's topics
Arts
  Literature
   Sci-Fi/Fantasy Literature
  Movies
  Music
Business
  Tech Industry
  Telecom Industry
Games
Health and Wellness
Holidays
Miscellaneous
  Humor
  MemeStreams
   Using MemeStreams
Current Events
  War on Terrorism
  Elections
Recreation
  Travel
Local Information
  SF Bay Area
   SF Bay Area News
Science
  Biology
  History
  Nano Tech
  Physics
  Space
Society
  Economics
  Futurism
  International Relations
  Politics and Law
   Civil Liberties
    Internet Civil Liberties
    Surveillance
   Intellectual Property
  Media
   Blogging
  Military
  Security
Sports
Technology
  Biotechnology
  Computers
   Computer Security
    Cryptography
   Cyber-Culture
   PC Hardware
   Computer Networking
   Macintosh
   Linux
   Software Development
    Open Source Development
    Perl Programming
    PHP Programming
   Spam
   Web Design
  Military Technology
  High Tech Developments

support us

Get MemeStreams Stuff!


 
On the Bursty Evolution of Blogspace
Topic: Blogging 1:59 pm EDT, May 24, 2003

We propose two new tools to address the evolution of hyperlinked corpora. First, we define time graphs to extend the traditional notion of an evolving directed graph, capturing link creation as a point phenomenon in time. Second, we develop definitions and algorithms for time-dense community tracking, to crystallize the notion of community evolution.

We develop these tools in the context of Blogspace, the space of weblogs (or blogs). Our study involves approximately 750K links among 25K blogs. We create a time graph on these blogs by an automatic analysis of their internal time stamps. We then study the evolution of connected component structure and microscopic community structure in this time graph.

We show that Blogspace underwent a transition behavior around the end of 2001, and has been rapidly expanding over the past year, not just in metrics of scale, but also in metrics of community structure and connectedness. This expansion shows no sign of abating, although measures of connectedness must plateau within two years. By randomizing link destinations in Blogspace, but retaining sources and timestamps, we introduce a concept of randomized Blogspace. We observe similar evolution of a giant component, but no corresponding increase in community structure.

Having demonstrated the formation of micro-communities over time, we then turn to the ongoing activity within active communities. We extend recent work of Kleinberg to discover dense periods of "bursty" intra-community link creation.

This paper by Prabhakar Raghavan of Verity was presented this week at the International WWW conference.

Free ACM registration required for download.

On the Bursty Evolution of Blogspace



 
 
Powered By Industrial Memetics
RSS2.0