Self-emergence of knowledge trees: Extraction of the Wikipedia hierarchies

Lev Muchnik, Royi Itzhack, Sorin Solomon, and Yoram Louzoun
Phys. Rev. E 76, 016106 – Published 13 July 2007

Abstract

The rapid accumulation of knowledge and the recent emergence of new dynamic and practically unmoderated information repositories have rendered the classical concept of the hierarchal knowledge structure irrelevant and impossible to impose manually. This led to modern methods of data location, such as browsing or searching, which conceal the underlying information structure. We here propose methods designed to automatically construct a hierarchy from a network of related terms. We apply these methods to Wikipedia and compare the hierarchy obtained from the article network to the complementary acyclic category layer of the Wikipedia and show an excellent fit. We verify our methods in two networks with no a priori hierarchy (the E. Coli genetic regulatory network and the C. Elegans neural network) and a network of function libraries of modern computer operating systems that are intrinsically hierarchical and reproduce a known functional order.

  • Figure
  • Figure
  • Figure
  • Figure
  • Figure
  • Figure
  • Figure
3 More
  • Received 25 July 2006

DOI:https://doi.org/10.1103/PhysRevE.76.016106

©2007 American Physical Society

Authors & Affiliations

Lev Muchnik1, Royi Itzhack2, Sorin Solomon3,4, and Yoram Louzoun2,*

  • 1Physics Department, Bar Ilan University, Ramat Gan, Israel 52900
  • 2Math Department, Bar Ilan University, Ramat Gan, Israel, 52900
  • 3Racah Institute of Physics, Hebrew University, Jerusalem, Israel
  • 4ISI, Torino I-10133, Italy

  • *louzouy@math.biu.ac.il

Article Text (Subscription Required)

Click to Expand

References (Subscription Required)

Click to Expand
Issue

Vol. 76, Iss. 1 — July 2007

Reuse & Permissions
Access Options
Author publication services for translation and copyediting assistance advertisement

Authorization Required


×
×

Images

×

Sign up to receive regular email alerts from Physical Review E

Log In

Cancel
×

Search


Article Lookup

Paste a citation or DOI

Enter a citation
×